[
    {
        "key": "SCVT5E58",
        "version": 9,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/SCVT5E58",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/SCVT5E58",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "SCVT5E58",
            "version": 9,
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "FINAL-12-2012-1.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "FINAL-12-2012-1.pdf",
            "md5": "18073da8bcb9f823e61aa1af5bbddf0f",
            "mtime": 1363139053000,
            "tags": [],
            "collections": [
                "4ZZII8KM"
            ],
            "relations": {},
            "dateAdded": "2013-03-13T01:44:13Z",
            "dateModified": "2013-03-13T01:44:13Z"
        }
    },
    {
        "key": "XIX7T4HE",
        "version": 7,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/XIX7T4HE",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/XIX7T4HE",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/4HUQA5SD",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "XIX7T4HE",
            "version": 7,
            "parentItem": "4HUQA5SD",
            "itemType": "attachment",
            "linkMode": "imported_url",
            "title": "Das_Chen_2007_Yahoo! for Amazon.pdf",
            "accessDate": "2013-03-10T22:08:44Z",
            "url": "http://mansci.journal.informs.org/content/53/9/1375.full.pdf",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "Das_Chen_2007_Yahoo! for Amazon.pdf",
            "md5": "66e948a1b3296e2cf9dcd934491da5b0",
            "mtime": 1362953328000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-03-10T22:08:44Z",
            "dateModified": "2013-03-10T22:08:50Z"
        }
    },
    {
        "key": "3DQI6EUF",
        "version": 7,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/3DQI6EUF",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/3DQI6EUF",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/4HUQA5SD",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            }
        },
        "data": {
            "key": "3DQI6EUF",
            "version": 7,
            "parentItem": "4HUQA5SD",
            "itemType": "attachment",
            "linkMode": "imported_url",
            "title": "Snapshot",
            "accessDate": "2013-03-10T22:08:47Z",
            "url": "http://mansci.journal.informs.org/content/53/9/1375.short",
            "note": "",
            "contentType": "text/html",
            "charset": "utf-8",
            "filename": "1375.html",
            "md5": "60a03050410d5951461a6770132e4079",
            "mtime": 1362953328000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-03-10T22:08:47Z",
            "dateModified": "2013-03-10T22:08:47Z"
        }
    },
    {
        "key": "4HUQA5SD",
        "version": 6,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/4HUQA5SD",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/4HUQA5SD",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "creatorSummary": "Das and Chen",
            "parsedDate": "2007-09-01",
            "numChildren": 2
        },
        "data": {
            "key": "4HUQA5SD",
            "version": 6,
            "itemType": "journalArticle",
            "title": "Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web",
            "creators": [
                {
                    "creatorType": "author",
                    "firstName": "Sanjiv R.",
                    "lastName": "Das"
                },
                {
                    "creatorType": "author",
                    "firstName": "Mike Y.",
                    "lastName": "Chen"
                }
            ],
            "abstractNote": "Extracting sentiment from text is a hard semantic problem. We develop a methodology for extracting small investor sentiment from stock message boards. The algorithm comprises different classifier algorithms coupled together by a voting scheme. Accuracy levels are similar to widely used Bayes classifiers, but false positives are lower and sentiment accuracy higher. Time series and cross-sectional aggregation of message information improves the quality of the resultant sentiment index, particularly in the presence of slang and ambiguity. Empirical applications evidence a relationship with stock values—tech-sector postings are related to stock index levels, and to volumes and volatility. The algorithms may be used to assess the impact on investor opinion of management announcements, press releases, third-party news, and regulatory changes.",
            "publicationTitle": "Management Science",
            "publisher": "",
            "place": "",
            "date": "09/01/2007",
            "volume": "53",
            "issue": "9",
            "section": "",
            "partNumber": "",
            "partTitle": "",
            "pages": "1375-1388",
            "series": "",
            "seriesTitle": "",
            "seriesText": "",
            "journalAbbreviation": "Management Science",
            "DOI": "10.1287/mnsc.1070.0704",
            "citationKey": "",
            "url": "http://mansci.journal.informs.org/content/53/9/1375",
            "accessDate": "2013-03-10T22:08:44Z",
            "PMID": "",
            "PMCID": "",
            "ISSN": "0025-1909, 1526-5501",
            "archive": "",
            "archiveLocation": "",
            "shortTitle": "Yahoo! for Amazon",
            "language": "en",
            "libraryCatalog": "mansci.journal.informs.org",
            "callNumber": "",
            "rights": "",
            "extra": "",
            "tags": [
                {
                    "tag": "artificial intelligence",
                    "type": 1
                },
                {
                    "tag": "computers-computer science",
                    "type": 1
                },
                {
                    "tag": "finance",
                    "type": 1
                },
                {
                    "tag": "index formation",
                    "type": 1
                },
                {
                    "tag": "investment",
                    "type": 1
                },
                {
                    "tag": "text classification",
                    "type": 1
                }
            ],
            "collections": [
                "4ZZII8KM"
            ],
            "relations": {},
            "dateAdded": "2013-03-10T22:08:44Z",
            "dateModified": "2013-03-10T22:08:44Z"
        }
    },
    {
        "key": "7PC5UPBD",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/7PC5UPBD",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/7PC5UPBD",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "7PC5UPBD",
            "version": 2,
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "1010.3003.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "1010.3003.pdf",
            "md5": "4005eb50554c68bf996179a980acf6f1",
            "mtime": 1360373257000,
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:27:37Z",
            "dateModified": "2013-02-09T01:27:37Z"
        }
    },
    {
        "key": "MAMP9WVC",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/MAMP9WVC",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/MAMP9WVC",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/6GQTIDAR",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "MAMP9WVC",
            "version": 2,
            "parentItem": "6GQTIDAR",
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "Ahmed_TimeSeries_MLComparisons.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "Ahmed_TimeSeries_MLComparisons.pdf",
            "md5": "cd05a697bf0e93d072ddf1845c8ea16a",
            "mtime": 1360373191000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:34Z",
            "dateModified": "2013-02-09T01:27:06Z"
        }
    },
    {
        "key": "6GQTIDAR",
        "version": 1,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/6GQTIDAR",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/6GQTIDAR",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "creatorSummary": "Ahmed et al.",
            "parsedDate": "2010",
            "numChildren": 1
        },
        "data": {
            "key": "6GQTIDAR",
            "version": 1,
            "itemType": "journalArticle",
            "title": "An empirical comparison of machine learning models for time series forecasting",
            "creators": [
                {
                    "creatorType": "author",
                    "firstName": "N. K.",
                    "lastName": "Ahmed"
                },
                {
                    "creatorType": "author",
                    "firstName": "A. F.",
                    "lastName": "Atiya"
                },
                {
                    "creatorType": "author",
                    "firstName": "N.",
                    "lastName": "El Gayar"
                },
                {
                    "creatorType": "author",
                    "firstName": "H.",
                    "lastName": "El-Shishiny"
                }
            ],
            "abstractNote": "",
            "publicationTitle": "Econometric Reviews",
            "publisher": "",
            "place": "",
            "date": "2010",
            "volume": "29",
            "issue": "5-6",
            "section": "",
            "partNumber": "",
            "partTitle": "",
            "pages": "594–621",
            "series": "",
            "seriesTitle": "",
            "seriesText": "",
            "journalAbbreviation": "",
            "DOI": "",
            "citationKey": "",
            "url": "http://www.tandfonline.com/doi/abs/10.1080/07474938.2010.481556",
            "accessDate": "2013-02-09T01:27:04Z",
            "PMID": "",
            "PMCID": "",
            "ISSN": "",
            "archive": "",
            "archiveLocation": "",
            "shortTitle": "",
            "language": "",
            "libraryCatalog": "Google Scholar",
            "callNumber": "",
            "rights": "",
            "extra": "",
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:27:04Z",
            "dateModified": "2013-02-09T01:27:04Z"
        }
    },
    {
        "key": "ZZWUS48K",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/ZZWUS48K",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/ZZWUS48K",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/HN3FCCHA",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "ZZWUS48K",
            "version": 2,
            "parentItem": "HN3FCCHA",
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "MukherjeeEtAl07_ChaoticTimeSeries.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "MukherjeeEtAl07_ChaoticTimeSeries.pdf",
            "md5": "84088319a473162d6d7d92e609803386",
            "mtime": 1360373191000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:33Z",
            "dateModified": "2013-02-09T01:27:03Z"
        }
    },
    {
        "key": "HN3FCCHA",
        "version": 1,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/HN3FCCHA",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/HN3FCCHA",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "creatorSummary": "Mukherjee et al.",
            "parsedDate": "1997",
            "numChildren": 1
        },
        "data": {
            "key": "HN3FCCHA",
            "version": 1,
            "itemType": "conferencePaper",
            "title": "Nonlinear prediction of chaotic time series using support vector machines",
            "creators": [
                {
                    "creatorType": "author",
                    "firstName": "S.",
                    "lastName": "Mukherjee"
                },
                {
                    "creatorType": "author",
                    "firstName": "E.",
                    "lastName": "Osuna"
                },
                {
                    "creatorType": "author",
                    "firstName": "F.",
                    "lastName": "Girosi"
                }
            ],
            "abstractNote": "",
            "proceedingsTitle": "Neural Networks for Signal Processing [1997] VII. Proceedings of the 1997 IEEE Workshop",
            "conferenceName": "",
            "publisher": "",
            "place": "",
            "date": "1997",
            "eventPlace": "",
            "volume": "",
            "issue": "",
            "numberOfVolumes": "",
            "pages": "511–520",
            "series": "",
            "seriesNumber": "",
            "DOI": "",
            "ISBN": "",
            "citationKey": "",
            "url": "http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=622433",
            "accessDate": "2013-02-09T01:27:01Z",
            "ISSN": "",
            "archive": "",
            "archiveLocation": "",
            "shortTitle": "",
            "language": "",
            "libraryCatalog": "Google Scholar",
            "callNumber": "",
            "rights": "",
            "extra": "",
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:27:01Z",
            "dateModified": "2013-02-09T01:27:01Z"
        }
    },
    {
        "key": "S4F8NTVX",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/S4F8NTVX",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/S4F8NTVX",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/39M9PH22",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "S4F8NTVX",
            "version": 2,
            "parentItem": "39M9PH22",
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "GestelEtAl01_FinancialTimeSeries.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "GestelEtAl01_FinancialTimeSeries.pdf",
            "md5": "267841d66267cee8cb22bea48970e765",
            "mtime": 1360373190000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:32Z",
            "dateModified": "2013-02-09T01:27:00Z"
        }
    },
    {
        "key": "39M9PH22",
        "version": 1,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/39M9PH22",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/39M9PH22",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "creatorSummary": "Van Gestel et al.",
            "parsedDate": "2001",
            "numChildren": 1
        },
        "data": {
            "key": "39M9PH22",
            "version": 1,
            "itemType": "journalArticle",
            "title": "Financial time series prediction using least squares support vector machines within the evidence framework",
            "creators": [
                {
                    "creatorType": "author",
                    "firstName": "T.",
                    "lastName": "Van Gestel"
                },
                {
                    "creatorType": "author",
                    "firstName": "J. A. K.",
                    "lastName": "Suykens"
                },
                {
                    "creatorType": "author",
                    "firstName": "D. E.",
                    "lastName": "Baestaens"
                },
                {
                    "creatorType": "author",
                    "firstName": "A.",
                    "lastName": "Lambrechts"
                },
                {
                    "creatorType": "author",
                    "firstName": "G.",
                    "lastName": "Lanckriet"
                },
                {
                    "creatorType": "author",
                    "firstName": "B.",
                    "lastName": "Vandaele"
                },
                {
                    "creatorType": "author",
                    "firstName": "B.",
                    "lastName": "De Moor"
                },
                {
                    "creatorType": "author",
                    "firstName": "J.",
                    "lastName": "Vandewalle"
                }
            ],
            "abstractNote": "",
            "publicationTitle": "Neural Networks, IEEE Transactions on",
            "publisher": "",
            "place": "",
            "date": "2001",
            "volume": "12",
            "issue": "4",
            "section": "",
            "partNumber": "",
            "partTitle": "",
            "pages": "809–821",
            "series": "",
            "seriesTitle": "",
            "seriesText": "",
            "journalAbbreviation": "",
            "DOI": "",
            "citationKey": "",
            "url": "http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=935093",
            "accessDate": "2013-02-09T01:26:58Z",
            "PMID": "",
            "PMCID": "",
            "ISSN": "",
            "archive": "",
            "archiveLocation": "",
            "shortTitle": "",
            "language": "",
            "libraryCatalog": "Google Scholar",
            "callNumber": "",
            "rights": "",
            "extra": "",
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:58Z",
            "dateModified": "2013-02-09T01:26:58Z"
        }
    },
    {
        "key": "M23HUZNJ",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/M23HUZNJ",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/M23HUZNJ",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/TXXJ9TWC",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "M23HUZNJ",
            "version": 2,
            "parentItem": "TXXJ9TWC",
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "Kim03_SVMFinancialTimeSeries.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "Kim03_SVMFinancialTimeSeries.pdf",
            "md5": "8b844faab0646e5bb52c006570f6f14e",
            "mtime": 1360373190000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:31Z",
            "dateModified": "2013-02-09T01:26:57Z"
        }
    },
    {
        "key": "TXXJ9TWC",
        "version": 1,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/TXXJ9TWC",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/TXXJ9TWC",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "creatorSummary": "Kim",
            "parsedDate": "2003",
            "numChildren": 1
        },
        "data": {
            "key": "TXXJ9TWC",
            "version": 1,
            "itemType": "journalArticle",
            "title": "Financial time series forecasting using support vector machines",
            "creators": [
                {
                    "creatorType": "author",
                    "firstName": "K.",
                    "lastName": "Kim"
                }
            ],
            "abstractNote": "",
            "publicationTitle": "Neurocomputing",
            "publisher": "",
            "place": "",
            "date": "2003",
            "volume": "55",
            "issue": "1",
            "section": "",
            "partNumber": "",
            "partTitle": "",
            "pages": "307–319",
            "series": "",
            "seriesTitle": "",
            "seriesText": "",
            "journalAbbreviation": "",
            "DOI": "",
            "citationKey": "",
            "url": "http://www.sciencedirect.com/science/article/pii/S0925231203003722",
            "accessDate": "2013-02-09T01:26:55Z",
            "PMID": "",
            "PMCID": "",
            "ISSN": "",
            "archive": "",
            "archiveLocation": "",
            "shortTitle": "",
            "language": "",
            "libraryCatalog": "Google Scholar",
            "callNumber": "",
            "rights": "",
            "extra": "",
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:55Z",
            "dateModified": "2013-02-09T01:26:55Z"
        }
    },
    {
        "key": "E9SHBTMK",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/E9SHBTMK",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/E9SHBTMK",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/HPEBHGDN",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "E9SHBTMK",
            "version": 2,
            "parentItem": "HPEBHGDN",
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "Schumaker09_AZFin_StockMarketPredictionViaBreakingNews.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "Schumaker09_AZFin_StockMarketPredictionViaBreakingNews.pdf",
            "md5": "c5475d13e38f9ce4017f6db23a25d668",
            "mtime": 1360373190000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:30Z",
            "dateModified": "2013-02-09T01:26:54Z"
        }
    },
    {
        "key": "HPEBHGDN",
        "version": 1,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/HPEBHGDN",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/HPEBHGDN",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "creatorSummary": "Gee",
            "parsedDate": "2003",
            "numChildren": 1
        },
        "data": {
            "key": "HPEBHGDN",
            "version": 1,
            "itemType": "journalArticle",
            "title": "What video games have to teach us about learning and literacy",
            "creators": [
                {
                    "creatorType": "author",
                    "firstName": "J. P.",
                    "lastName": "Gee"
                }
            ],
            "abstractNote": "",
            "publicationTitle": "Computers in Entertainment (CIE)",
            "publisher": "",
            "place": "",
            "date": "2003",
            "volume": "1",
            "issue": "1",
            "section": "",
            "partNumber": "",
            "partTitle": "",
            "pages": "20–20",
            "series": "",
            "seriesTitle": "",
            "seriesText": "",
            "journalAbbreviation": "",
            "DOI": "",
            "citationKey": "",
            "url": "http://dl.acm.org/citation.cfm?id=950595",
            "accessDate": "2013-02-09T01:26:52Z",
            "PMID": "",
            "PMCID": "",
            "ISSN": "",
            "archive": "",
            "archiveLocation": "",
            "shortTitle": "",
            "language": "",
            "libraryCatalog": "Google Scholar",
            "callNumber": "",
            "rights": "",
            "extra": "",
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:52Z",
            "dateModified": "2013-02-09T01:26:52Z"
        }
    },
    {
        "key": "W859SZ9A",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/W859SZ9A",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/W859SZ9A",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/JM7ITZBK",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "W859SZ9A",
            "version": 2,
            "parentItem": "JM7ITZBK",
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "Fama64_StockMarketBehavior.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "Fama64_StockMarketBehavior.pdf",
            "md5": "973c3e1d70005b38f708693fcc67a433",
            "mtime": 1360373187000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:28Z",
            "dateModified": "2013-02-09T01:26:51Z"
        }
    },
    {
        "key": "JM7ITZBK",
        "version": 1,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/JM7ITZBK",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/JM7ITZBK",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "creatorSummary": "Fama",
            "parsedDate": "1965",
            "numChildren": 1
        },
        "data": {
            "key": "JM7ITZBK",
            "version": 1,
            "itemType": "journalArticle",
            "title": "The behavior of stock-market prices",
            "creators": [
                {
                    "creatorType": "author",
                    "firstName": "E. F.",
                    "lastName": "Fama"
                }
            ],
            "abstractNote": "",
            "publicationTitle": "Journal of business",
            "publisher": "",
            "place": "",
            "date": "1965",
            "volume": "",
            "issue": "",
            "section": "",
            "partNumber": "",
            "partTitle": "",
            "pages": "34–105",
            "series": "",
            "seriesTitle": "",
            "seriesText": "",
            "journalAbbreviation": "",
            "DOI": "",
            "citationKey": "",
            "url": "http://www.jstor.org/stable/10.2307/2350752",
            "accessDate": "2013-02-09T01:26:49Z",
            "PMID": "",
            "PMCID": "",
            "ISSN": "",
            "archive": "",
            "archiveLocation": "",
            "shortTitle": "",
            "language": "",
            "libraryCatalog": "Google Scholar",
            "callNumber": "",
            "rights": "",
            "extra": "",
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:49Z",
            "dateModified": "2013-02-09T01:26:49Z"
        }
    },
    {
        "key": "TNRGPFFD",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/TNRGPFFD",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/TNRGPFFD",
                "type": "text/html"
            },
            "up": {
                "href": "https://api.zotero.org/groups/146501/items/XSG3UUP9",
                "type": "application/json"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "TNRGPFFD",
            "version": 2,
            "parentItem": "XSG3UUP9",
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "Gidofalvi01_NewsArticlesForStockMarketPrediction.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "Gidofalvi01_NewsArticlesForStockMarketPrediction.pdf",
            "md5": "a9923a4efc4ff452785ac5ea6ce26120",
            "mtime": 1360373187000,
            "tags": [],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:27Z",
            "dateModified": "2013-02-09T01:26:48Z"
        }
    },
    {
        "key": "XSG3UUP9",
        "version": 1,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/XSG3UUP9",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/XSG3UUP9",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "creatorSummary": "Gidófalvi and Elkan",
            "parsedDate": "2001",
            "numChildren": 1
        },
        "data": {
            "key": "XSG3UUP9",
            "version": 1,
            "itemType": "journalArticle",
            "title": "Using news articles to predict stock price movements",
            "creators": [
                {
                    "creatorType": "author",
                    "firstName": "G.",
                    "lastName": "Gidófalvi"
                },
                {
                    "creatorType": "author",
                    "firstName": "C.",
                    "lastName": "Elkan"
                }
            ],
            "abstractNote": "",
            "publicationTitle": "Department of Computer Science and Engineering, University of California, San Diego",
            "publisher": "",
            "place": "",
            "date": "2001",
            "volume": "",
            "issue": "",
            "section": "",
            "partNumber": "",
            "partTitle": "",
            "pages": "",
            "series": "",
            "seriesTitle": "",
            "seriesText": "",
            "journalAbbreviation": "",
            "DOI": "",
            "citationKey": "",
            "url": "http://www.cse.ust.hk/~leichen/courses/comp630p/collection/reference-5-18.pdf",
            "accessDate": "2013-02-09T01:26:46Z",
            "PMID": "",
            "PMCID": "",
            "ISSN": "",
            "archive": "",
            "archiveLocation": "",
            "shortTitle": "",
            "language": "",
            "libraryCatalog": "Google Scholar",
            "callNumber": "",
            "rights": "",
            "extra": "",
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:46Z",
            "dateModified": "2013-02-09T01:26:46Z"
        }
    },
    {
        "key": "Q2RSITPQ",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/Q2RSITPQ",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/Q2RSITPQ",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "Q2RSITPQ",
            "version": 2,
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "BollenEtAl2010_TwitterAndStockMarket.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "BollenEtAl2010_TwitterAndStockMarket.pdf",
            "md5": "4005eb50554c68bf996179a980acf6f1",
            "mtime": 1360373192000,
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:35Z",
            "dateModified": "2013-02-09T01:26:35Z"
        }
    },
    {
        "key": "889X4VPQ",
        "version": 2,
        "library": {
            "type": "group",
            "id": 146501,
            "name": "EECS545",
            "links": {
                "alternate": {
                    "href": "https://www.zotero.org/groups/eecs545",
                    "type": "text/html"
                }
            }
        },
        "links": {
            "self": {
                "href": "https://api.zotero.org/groups/146501/items/889X4VPQ",
                "type": "application/json"
            },
            "alternate": {
                "href": "https://www.zotero.org/groups/eecs545/items/889X4VPQ",
                "type": "text/html"
            }
        },
        "meta": {
            "createdByUser": {
                "id": 1036632,
                "username": "gparuthi",
                "name": "",
                "links": {
                    "alternate": {
                        "href": "https://www.zotero.org/gparuthi",
                        "type": "text/html"
                    }
                }
            },
            "numChildren": 0
        },
        "data": {
            "key": "889X4VPQ",
            "version": 2,
            "itemType": "attachment",
            "linkMode": "imported_file",
            "title": "Jordan_Schoenfeld_Qualitative_Outputs.pdf",
            "accessDate": "",
            "url": "",
            "note": "",
            "contentType": "application/pdf",
            "charset": "",
            "filename": "Jordan_Schoenfeld_Qualitative_Outputs.pdf",
            "md5": "5491c426a38c81b4bcce90967c19a046",
            "mtime": 1360373186000,
            "tags": [],
            "collections": [
                "IFZJC7EG"
            ],
            "relations": {},
            "dateAdded": "2013-02-09T01:26:26Z",
            "dateModified": "2013-02-09T01:26:26Z"
        }
    }
]