Unpositioned Something is wrong

An introduction to statistical learning : with applications in R / Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani

Author

ISBN

Publisher

CONNECTIONS

No connections

LOCATION HISTORY

No location history available for this book.

FULL RECORD

Accession Number: 14415

Site: Vernon O Content

Collection: N/A

Location: N/A

Binding Type: Hard Back

Book Images

Hover to see live images

No live

An introduction to statistical learning : with applications in R / Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani cover

No live

VERNON DATA

Big data/Data sets/Electronic information resources/Information resources/Information science/Communication/Sociology/Social sciences/Civilisation Data mining/Database searching/Electronic information resource searching/Information retrieval/Information science/Communication/Sociology/Social sciences/Civilisation Electronic data processing/Computers/Computer systems Linear models (Statistics)/Statistics/Mathematics/Science Statistics/Mathematics/Science

{
  "slug": "an-introduction-to-statistical-learning-with-applications-in-r-gareth-james-daniela-witten-trevor-hastie-robert-tibshirani",
  "opacObjectId": "22726",
  "opacCollection": {
    "opacCollectionId": "1"
  },
  "imagesCollection": {
    "images": [
      {
        "imageId": "24022",
        "cssColors": [
          {
            "hex": "778899",
            "hue": 210,
            "rank": 1,
            "presence": 10.13,
            "colorName": "lightslategray",
            "lightness": 53,
            "colorGroup": "gray",
            "saturation": 14,
            "formattedColorName": "light slate gray"
          },
          {
            "hex": "daa520",
            "hue": 43,
            "rank": 2,
            "presence": 64.86,
            "colorName": "goldenrod",
            "lightness": 49,
            "colorGroup": "brown",
            "saturation": 74,
            "formattedColorName": "goldenrod"
          },
          {
            "hex": "708090",
            "hue": 210,
            "rank": 3,
            "presence": 2.36,
            "colorName": "slategray",
            "lightness": 50,
            "colorGroup": "gray",
            "saturation": 13,
            "formattedColorName": "slate gray"
          },
          {
            "hex": "d2b48c",
            "hue": 34,
            "rank": 4,
            "presence": 5.04,
            "colorName": "tan",
            "lightness": 69,
            "colorGroup": "brown",
            "saturation": 44,
            "formattedColorName": "tan"
          }
        ],
        "rawColors": [
          {
            "hex": "a0b2b9",
            "hue": 196,
            "rank": 1,
            "presence": 10.13,
            "lightness": 67,
            "saturation": 15
          },
          {
            "hex": "daa51a",
            "hue": 43,
            "rank": 2,
            "presence": 64.86,
            "lightness": 47,
            "saturation": 78
          },
          {
            "hex": "713e66",
            "hue": 312,
            "rank": 3,
            "presence": 14.57,
            "lightness": 34,
            "saturation": 29
          },
          {
            "hex": "698a6f",
            "hue": 130,
            "rank": 4,
            "presence": 2.36,
            "lightness": 47,
            "saturation": 13
          },
          {
            "hex": "ae8c70",
            "hue": 27,
            "rank": 5,
            "presence": 5.04,
            "lightness": 56,
            "saturation": 27
          },
          {
            "hex": "8d9441",
            "hue": 65,
            "rank": 6,
            "presence": 2.23,
            "lightness": 41,
            "saturation": 38
          },
          {
            "hex": "f8d971",
            "hue": 46,
            "rank": 7,
            "presence": 0.81,
            "lightness": 70,
            "saturation": 90
          }
        ],
        "imageLabels": [
          {
            "count": 19233,
            "score": 82.6,
            "status": "auto_verified",
            "imageLabel": "Font",
            "imageLabelId": 12
          },
          {
            "count": 16657,
            "score": 80.77,
            "status": "auto_verified",
            "imageLabel": "Publication",
            "imageLabelId": 23
          },
          {
            "count": 208,
            "score": 80.12,
            "status": "auto_verified",
            "imageLabel": "Amber",
            "imageLabelId": 65
          },
          {
            "count": 10019,
            "score": 76.65,
            "status": "auto_verified",
            "imageLabel": "Rectangle",
            "imageLabelId": 11
          },
          {
            "count": 2009,
            "score": 68.02,
            "status": "auto_verified",
            "imageLabel": "Brand",
            "imageLabelId": 15
          },
          {
            "count": 1627,
            "score": 67.44,
            "status": "auto_verified",
            "imageLabel": "Logo",
            "imageLabelId": 19
          },
          {
            "count": 3985,
            "score": 65.78,
            "status": "auto_verified",
            "imageLabel": "Electric blue",
            "imageLabelId": 49
          },
          {
            "count": 13056,
            "score": 64.64,
            "status": "auto_verified",
            "imageLabel": "Book",
            "imageLabelId": 67
          },
          {
            "count": 4932,
            "score": 64.25,
            "status": "auto_verified",
            "imageLabel": "Advertising",
            "imageLabelId": 71
          },
          {
            "count": 10700,
            "score": 63.24,
            "status": "auto_verified",
            "imageLabel": "Book cover",
            "imageLabelId": 90
          }
        ],
        "imageDerivatives": [
          {
            "url": "https://browser.mona.net.au/records/images/large/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg",
            "width": "528",
            "height": "800",
            "identifier": "LARGE"
          },
          {
            "url": "https://browser.mona.net.au/records/images/medium/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg",
            "width": "264",
            "height": "400",
            "identifier": "MEDIUM"
          },
          {
            "url": "https://browser.mona.net.au/records/images/nano/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg",
            "width": "23",
            "height": "35",
            "identifier": "NANO"
          },
          {
            "url": "https://browser.mona.net.au/records/images/small/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg",
            "width": "99",
            "height": "150",
            "identifier": "SMALL"
          },
          {
            "url": "https://browser.mona.net.au/records/images/tiny/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg",
            "width": "49",
            "height": "75",
            "identifier": "TINY"
          },
          {
            "url": "https://browser.mona.net.au/records/images/xlarge/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg",
            "width": "792",
            "height": "1200",
            "identifier": "XLARGE"
          }
        ]
      }
    ],
    "totalImages": 1
  },
  "objectSearchScore": 0.31905985,
  "opacObjectFieldSets": [
    {
      "identifier": "accession_no",
      "opacObjectFields": [
        {
          "value": "14415"
        }
      ]
    },
    {
      "identifier": "name",
      "opacObjectFields": [
        {
          "value": "An introduction to statistical learning : with applications in R / Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani",
          "opacObjectFieldAttributes": [
            {
              "key": "title",
              "value": "An introduction to statistical learning : with applications in R / Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani"
            }
          ]
        }
      ]
    },
    {
      "identifier": "other_name",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "artist_last_first",
      "opacObjectFields": [
        {
          "value": "James, Gareth"
        },
        {
          "value": "Witten, Daniela"
        },
        {
          "value": "Hastie, Trevor"
        },
        {
          "value": "Tibshirani, Robert"
        }
      ]
    },
    {
      "identifier": "prod_pri_date",
      "opacObjectFields": [
        {
          "value": "2015",
          "opacObjectFieldAttributes": [
            {
              "key": "earliest_date",
              "value": "2015-01-01Z"
            },
            {
              "key": "latest_date",
              "value": "2015-12-31Z"
            }
          ]
        }
      ]
    },
    {
      "identifier": "prod_pri_date_notes",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "edition",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "brief_desc",
      "opacObjectFields": [
        {
          "value": "Accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. --blurb"
        }
      ]
    },
    {
      "identifier": "measure_desc",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "credit_line",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "curr_loc_status",
      "opacObjectFields": [
        {
          "value": "Stored",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "curr_loc_status:\"Stored\""
            }
          ]
        }
      ]
    },
    {
      "identifier": "ob_status",
      "opacObjectFields": [
        {
          "value": "Accessioned"
        }
      ]
    },
    {
      "identifier": "lender",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "copyright_owner",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "copyright_type",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "copyright_start",
      "opacObjectFields": []
    },
    {
      "identifier": "copyright_expiry",
      "opacObjectFields": []
    },
    {
      "identifier": "copyright_notes",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "object_type",
      "opacObjectFields": [
        {
          "value": "Books/Document genres/Information forms/Visual and Verbal Communication",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "object_type:\"Books/Document genres/Information forms/Visual and Verbal Communication\""
            }
          ]
        }
      ]
    },
    {
      "identifier": "collection",
      "opacObjectFields": [
        {
          "value": "Main Collection/Library",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "collection:\"Main Collection/Library\""
            }
          ]
        }
      ]
    },
    {
      "identifier": "prod_pri_place",
      "opacObjectFields": [
        {
          "value": "New York City/New York/United States of America"
        }
      ]
    },
    {
      "identifier": "physical_notes",
      "opacObjectFields": [
        {
          "value": "426 pages : graphs ; 25 cm."
        },
        {
          "value": "Includes index."
        }
      ]
    },
    {
      "identifier": "language",
      "opacObjectFields": [
        {
          "value": "English"
        }
      ]
    },
    {
      "identifier": "isbn_issn",
      "opacObjectFields": [
        {
          "value": "9781461471370"
        },
        {
          "value": "1431-875X"
        }
      ]
    },
    {
      "identifier": "user_sym_1",
      "opacObjectFields": [
        {
          "value": "519.5 JAM"
        }
      ]
    },
    {
      "identifier": "usual_loc_being",
      "opacObjectFields": [
        {
          "value": "Side D/Stack 2/Library Stack/Zone 1/Ground/Moonah Offices & Storage"
        }
      ]
    },
    {
      "identifier": "subject_class",
      "opacObjectFields": [
        {
          "value": "Big data/Data sets/Electronic information resources/Information resources/Information science/Communication/Sociology/Social sciences/Civilisation",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Big data/Data sets/Electronic information resources/Information resources/Information science/Communication/Sociology/Social sciences/Civilisation\""
            }
          ]
        },
        {
          "value": "Data mining/Database searching/Electronic information resource searching/Information retrieval/Information science/Communication/Sociology/Social sciences/Civilisation",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Data mining/Database searching/Electronic information resource searching/Information retrieval/Information science/Communication/Sociology/Social sciences/Civilisation\""
            }
          ]
        },
        {
          "value": "Electronic data processing/Computers/Computer systems",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Electronic data processing/Computers/Computer systems\""
            }
          ]
        },
        {
          "value": "Linear models (Statistics)/Statistics/Mathematics/Science",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Linear models (Statistics)/Statistics/Mathematics/Science\""
            }
          ]
        },
        {
          "value": "Statistics/Mathematics/Science",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Statistics/Mathematics/Science\""
            }
          ]
        }
      ]
    },
    {
      "identifier": "subject_date",
      "opacObjectFields": []
    },
    {
      "identifier": "subject_event",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_period",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_object",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_person",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "subject_place",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "assoc_person",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "assoc_place",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "assoc_event",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "assoc_object",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "user_sym_9",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    }
  ],
  "relationshipsCollection": {
    "relationships": [
      {
        "relatedRecords": [
          {
            "slug": "gareth-james",
            "title": "Gareth James",
            "relatedRecordId": "27483"
          },
          {
            "slug": "daniela-witten",
            "title": "Daniela Witten",
            "relatedRecordId": "27484"
          },
          {
            "slug": "trevor-hastie",
            "title": "Trevor Hastie",
            "relatedRecordId": "14025"
          },
          {
            "slug": "robert-tibshirani",
            "title": "Robert Tibshirani",
            "relatedRecordId": "17648"
          }
        ],
        "relationshipId": "object_prod_pri_person",
        "relatedRecordType": "person",
        "totalRelatedRecords": 4
      }
    ],
    "totalRelationships": 1
  }
}