Unpositioned Something is wrong

The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman

This text provides a conceptual framework for machine learning and data mining, covering supervised and unsupervised learning techniques. Topics include neural networks, random forests, and graphical models, with an emphasis on conceptual clarity and colour graphics.

Author

ISBN

Publisher

TAGS

Curated Derived

Communication Computer Science Culture Economics Education Mathematics Philosophy Psychology Science Social Sciences

CONNECTIONS

No connections

LOCATION HISTORY

No location history available for this book.

FULL RECORD

Accession Number: 9371

Site: Vernon O Content

Collection: N/A

Location: N/A

Binding Type: Hard Back

Book Images

Hover to see live images

No live

The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman cover

No live

VERNON DATA

Mathematics/Science Statistics/Mathematics/Science Computational learning theory/Machine learning/Artificial intelligence/Cognitive science/Science Data mining/Database searching/Electronic information resource searching/Information retrieval/Information science/Communication/Sociology/Social sciences/Civilisation Inference/Reasoning/Reason/Rationalism/Knowledge, Theory of/Philosophy Prediction theory/Stochastic processes/Probabilities/Mathematics/Science

{
  "slug": "the-elements-of-statistical-learning-data-mining-inference-and-prediction-trevor-hastie-robert-tibshirani-jerome-friedman",
  "opacObjectId": "13162",
  "opacCollection": {
    "opacCollectionId": "1"
  },
  "imagesCollection": {
    "images": [
      {
        "imageId": "49260",
        "cssColors": [
          {
            "hex": "ffa500",
            "hue": 39,
            "rank": 1,
            "presence": 69.4,
            "colorName": "orange",
            "lightness": 50,
            "colorGroup": "orange",
            "saturation": 100,
            "formattedColorName": "orange"
          },
          {
            "hex": "8b4513",
            "hue": 25,
            "rank": 2,
            "presence": 25.1,
            "colorName": "saddlebrown",
            "lightness": 31,
            "colorGroup": "brown",
            "saturation": 76,
            "formattedColorName": "saddle brown"
          },
          {
            "hex": "f5deb3",
            "hue": 39,
            "rank": 3,
            "presence": 2.95,
            "colorName": "wheat",
            "lightness": 83,
            "colorGroup": "brown",
            "saturation": 77,
            "formattedColorName": "wheat"
          },
          {
            "hex": "a0522d",
            "hue": 19,
            "rank": 4,
            "presence": 0.89,
            "colorName": "sienna",
            "lightness": 40,
            "colorGroup": "brown",
            "saturation": 56,
            "formattedColorName": "sienna"
          }
        ],
        "rawColors": [
          {
            "hex": "f7ab12",
            "hue": 40,
            "rank": 1,
            "presence": 69.4,
            "lightness": 51,
            "saturation": 93
          },
          {
            "hex": "633716",
            "hue": 25,
            "rank": 2,
            "presence": 25.1,
            "lightness": 23,
            "saturation": 63
          },
          {
            "hex": "f7edca",
            "hue": 46,
            "rank": 3,
            "presence": 2.95,
            "lightness": 88,
            "saturation": 73
          },
          {
            "hex": "7d5630",
            "hue": 29,
            "rank": 4,
            "presence": 0.89,
            "lightness": 33,
            "saturation": 44
          },
          {
            "hex": "a06510",
            "hue": 35,
            "rank": 5,
            "presence": 1.51,
            "lightness": 34,
            "saturation": 81
          },
          {
            "hex": "f9df78",
            "hue": 47,
            "rank": 6,
            "presence": 0.15,
            "lightness": 72,
            "saturation": 91
          },
          {
            "hex": "60484c",
            "hue": 350,
            "rank": 7,
            "presence": 0.0,
            "lightness": 32,
            "saturation": 14
          }
        ],
        "imageLabels": [
          {
            "count": 520,
            "score": 94.96,
            "status": "auto_verified",
            "imageLabel": "Text",
            "imageLabelId": 2114
          },
          {
            "count": 19233,
            "score": 90.22,
            "status": "auto_verified",
            "imageLabel": "Font",
            "imageLabelId": 12
          },
          {
            "count": 16657,
            "score": 67.07,
            "status": "auto_verified",
            "imageLabel": "Publication",
            "imageLabelId": 23
          },
          {
            "count": 13056,
            "score": 57.84,
            "status": "auto_verified",
            "imageLabel": "Book",
            "imageLabelId": 67
          },
          {
            "count": 3956,
            "score": 50.13,
            "status": "auto_verified",
            "imageLabel": "Science",
            "imageLabelId": 180
          }
        ],
        "imageDerivatives": [
          {
            "url": "https://browser.mona.net.au/records/images/large/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg",
            "width": "539",
            "height": "800",
            "identifier": "LARGE"
          },
          {
            "url": "https://browser.mona.net.au/records/images/medium/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg",
            "width": "270",
            "height": "400",
            "identifier": "MEDIUM"
          },
          {
            "url": "https://browser.mona.net.au/records/images/nano/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg",
            "width": "24",
            "height": "35",
            "identifier": "NANO"
          },
          {
            "url": "https://browser.mona.net.au/records/images/small/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg",
            "width": "101",
            "height": "150",
            "identifier": "SMALL"
          },
          {
            "url": "https://browser.mona.net.au/records/images/tiny/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg",
            "width": "51",
            "height": "75",
            "identifier": "TINY"
          },
          {
            "url": "https://browser.mona.net.au/records/images/xlarge/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg",
            "width": "809",
            "height": "1200",
            "identifier": "XLARGE"
          }
        ]
      }
    ],
    "totalImages": 1
  },
  "objectSearchScore": 0.31905985,
  "opacObjectFieldSets": [
    {
      "identifier": "accession_no",
      "opacObjectFields": [
        {
          "value": "9371"
        }
      ]
    },
    {
      "identifier": "name",
      "opacObjectFields": [
        {
          "value": "The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman",
          "opacObjectFieldAttributes": [
            {
              "key": "title",
              "value": "The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman"
            }
          ]
        }
      ]
    },
    {
      "identifier": "other_name",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "artist_last_first",
      "opacObjectFields": [
        {
          "value": "Hastie, Trevor"
        },
        {
          "value": "Tibshirani, Robert"
        },
        {
          "value": "Friedman, Jerome"
        }
      ]
    },
    {
      "identifier": "prod_pri_date",
      "opacObjectFields": [
        {
          "value": "2001",
          "opacObjectFieldAttributes": [
            {
              "key": "earliest_date",
              "value": "2001-01-01Z"
            },
            {
              "key": "latest_date",
              "value": "2001-12-31Z"
            }
          ]
        }
      ]
    },
    {
      "identifier": "prod_pri_date_notes",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "edition",
      "opacObjectFields": [
        {
          "value": ""
        }
      ]
    },
    {
      "identifier": "brief_desc",
      "opacObjectFields": [
        {
          "value": "This brief record was created for storage and loan purposes only."
        }
      ]
    },
    {
      "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": "Philadelphia/Pennsylvania/United States of America"
        }
      ]
    },
    {
      "identifier": "physical_notes",
      "opacObjectFields": [
        {
          "value": "533 pgs"
        }
      ]
    },
    {
      "identifier": "language",
      "opacObjectFields": [
        {
          "value": "English"
        }
      ]
    },
    {
      "identifier": "isbn_issn",
      "opacObjectFields": [
        {
          "value": "0387952845"
        }
      ]
    },
    {
      "identifier": "user_sym_1",
      "opacObjectFields": [
        {
          "value": "006.31 HAS"
        }
      ]
    },
    {
      "identifier": "usual_loc_being",
      "opacObjectFields": [
        {
          "value": "Small compactus/Library Stack/Zone 1/Ground/Moonah Offices & Storage"
        }
      ]
    },
    {
      "identifier": "subject_class",
      "opacObjectFields": [
        {
          "value": "Mathematics/Science",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Mathematics/Science\""
            }
          ]
        },
        {
          "value": "Statistics/Mathematics/Science",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Statistics/Mathematics/Science\""
            }
          ]
        },
        {
          "value": "Computational learning theory/Machine learning/Artificial intelligence/Cognitive science/Science",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Computational learning theory/Machine learning/Artificial intelligence/Cognitive science/Science\""
            }
          ]
        },
        {
          "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": "Inference/Reasoning/Reason/Rationalism/Knowledge, Theory of/Philosophy",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Inference/Reasoning/Reason/Rationalism/Knowledge, Theory of/Philosophy\""
            }
          ]
        },
        {
          "value": "Prediction theory/Stochastic processes/Probabilities/Mathematics/Science",
          "opacObjectFieldAttributes": [
            {
              "key": "search",
              "value": "subject_class:\"Prediction theory/Stochastic processes/Probabilities/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": "trevor-hastie",
            "title": "Trevor Hastie",
            "relatedRecordId": "14025"
          },
          {
            "slug": "robert-tibshirani",
            "title": "Robert Tibshirani",
            "relatedRecordId": "17648"
          },
          {
            "slug": "jerome-friedman",
            "title": "Jerome Friedman",
            "relatedRecordId": "19265"
          }
        ],
        "relationshipId": "object_prod_pri_person",
        "relatedRecordType": "person",
        "totalRelatedRecords": 3
      }
    ],
    "totalRelationships": 1
  }
}