Skip to main content
Unpositioned
Edit position
Edit position

No position recorded yet. Picking a shelf here sets the manual override.

The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman
Diagnose this book
Open in Vernon Browser

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

by 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.

Accession 9371 ISBN 0387952845 Publisher Springer
Book Images
Reference and live side by side Hover to see live images
Reference
The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman cover
Live
No live
No live
No live
The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman cover
No live
TAGS
Curated Derived
Communication Computer Science Culture Economics Education Mathematics Philosophy Psychology Science Social Sciences
CONNECTIONS
No connections
State
on_shelf
True
position_updated_at
never
orientation
unknown
Details

Physical

binding_type
Hard Back
dimensions
none captured
spine_text
none captured
LOCATION HISTORY
No location history available for this book.
Vernon snapshot
View live

Frozen copy of Vernon's record from the last sync. Fields tagged → flow back into the Pulse record.

Last synced 2026-05-21 00:47 (4 days, 2 hours ago)

Identity

name→ title
The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman
vernon_id
13162
accession_no→ accession_number
9371
vernon_slug
the-elements-of-statistical-learning-data-mining-inference-and-prediction-trevor-hastie-robert-tibshirani-jerome-friedman

Drives Pulse state

curr_loc_status→ on_shelf
On Shelf
location_name
Zone N3/Level 2 (Mezzanine)/Phrontisterion/MONA
location_reason
On Shelf
isbn_issn→ isbn (when valid)
0387952845

Descriptive

production_date
2001
object_type
Books/Document genres/Information forms/Visual and Verbal Communication
object_status
Accessioned
brief_description
This brief record was created for storage and loan purposes only.

Subjects & people

authors→ author (initial fill only)
Trevor Hastie, Robert Tibshirani, Jerome Friedman
tags→ tags
Science, Mathematics, Philosophy, Social sciences, Civilisation, Sociology, Communication, Knowledge, Theory of, Reason, Rationalism, Prediction theory, Stochastic processes, Probabilities, Statistics, Machine learning, Artificial intelligence, Cognitive science, Data mining, Database searching, Electronic information resource searching, Information retrieval, Information science, Computational learning theory, Reasoning, Inference
subject_people
—
subject_objects
—

Cover image

vernon_cover_image_id→ cover_image
49260

Raw Vernon JSON

click to inspect

The source payload behind the snapshot above.
Use ⌘F to search once expanded.
{7 keys}
"slug": "the-elements-of-statistical-learning-data-mining-inference-and-prediction-trevor-hastie-robert-tibshirani-jerome-friedman"
"opacObjectId": "13162"
"opacCollection": {1 keys}
"opacCollectionId": "1"
"imagesCollection": {2 keys}
"images": [1 items]
"[0]": {5 keys}
"imageId": "49260"
"cssColors": [4 items]
"[0]": {9 keys}
"hex": "ffa500"
"hue": 39
"rank": 1
"presence": 69.4
"colorName": "orange"
"lightness": 50
"colorGroup": "orange"
"saturation": 100
"formattedColorName": "orange"
"[1]": {9 keys}
"hex": "8b4513"
"hue": 25
"rank": 2
"presence": 25.1
"colorName": "saddlebrown"
"lightness": 31
"colorGroup": "brown"
"saturation": 76
"formattedColorName": "saddle brown"
"[2]": {9 keys}
"hex": "f5deb3"
"hue": 39
"rank": 3
"presence": 2.95
"colorName": "wheat"
"lightness": 83
"colorGroup": "brown"
"saturation": 77
"formattedColorName": "wheat"
"[3]": {9 keys}
"hex": "a0522d"
"hue": 19
"rank": 4
"presence": 0.89
"colorName": "sienna"
"lightness": 40
"colorGroup": "brown"
"saturation": 56
"formattedColorName": "sienna"
"rawColors": [7 items]
"[0]": {6 keys}
"hex": "f7ab12"
"hue": 40
"rank": 1
"presence": 69.4
"lightness": 51
"saturation": 93
"[1]": {6 keys}
"hex": "633716"
"hue": 25
"rank": 2
"presence": 25.1
"lightness": 23
"saturation": 63
"[2]": {6 keys}
"hex": "f7edca"
"hue": 46
"rank": 3
"presence": 2.95
"lightness": 88
"saturation": 73
"[3]": {6 keys}
"hex": "7d5630"
"hue": 29
"rank": 4
"presence": 0.89
"lightness": 33
"saturation": 44
"[4]": {6 keys}
"hex": "a06510"
"hue": 35
"rank": 5
"presence": 1.51
"lightness": 34
"saturation": 81
"[5]": {6 keys}
"hex": "f9df78"
"hue": 47
"rank": 6
"presence": 0.15
"lightness": 72
"saturation": 91
"[6]": {6 keys}
"hex": "60484c"
"hue": 350
"rank": 7
"presence": 0.0
"lightness": 32
"saturation": 14
"imageLabels": [5 items]
"[0]": {5 keys}
"count": 606
"score": 94.96
"status": "auto_verified"
"imageLabel": "Text"
"imageLabelId": 2114
"[1]": {5 keys}
"count": 19411
"score": 90.22
"status": "auto_verified"
"imageLabel": "Font"
"imageLabelId": 12
"[2]": {5 keys}
"count": 19018
"score": 67.07
"status": "auto_verified"
"imageLabel": "Publication"
"imageLabelId": 23
"[3]": {5 keys}
"count": 15171
"score": 57.84
"status": "auto_verified"
"imageLabel": "Book"
"imageLabelId": 67
"[4]": {5 keys}
"count": 4954
"score": 50.13
"status": "auto_verified"
"imageLabel": "Science"
"imageLabelId": 180
"imageDerivatives": [6 items]
"[0]": {4 keys}
"url": "https://browser.mona.net.au/records/images/large/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg"
"width": "539"
"height": "800"
"identifier": "LARGE"
"[1]": {4 keys}
"url": "https://browser.mona.net.au/records/images/medium/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg"
"width": "270"
"height": "400"
"identifier": "MEDIUM"
"[2]": {4 keys}
"url": "https://browser.mona.net.au/records/images/nano/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg"
"width": "24"
"height": "35"
"identifier": "NANO"
"[3]": {4 keys}
"url": "https://browser.mona.net.au/records/images/small/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg"
"width": "101"
"height": "150"
"identifier": "SMALL"
"[4]": {4 keys}
"url": "https://browser.mona.net.au/records/images/tiny/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg"
"width": "51"
"height": "75"
"identifier": "TINY"
"[5]": {4 keys}
"url": "https://browser.mona.net.au/records/images/xlarge/31478/382e596443e4630d12127eb781b81e090bbc7ddb.jpg"
"width": "809"
"height": "1200"
"identifier": "XLARGE"
"totalImages": 1
"objectSearchScore": 0.31199765
"opacObjectFieldSets": [40 items]
"[0]": {2 keys}
"identifier": "accession_no"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "9371"
"[1]": {2 keys}
"identifier": "name"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "title"
"value": "The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman"
"[2]": {2 keys}
"identifier": "other_name"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[3]": {2 keys}
"identifier": "artist_last_first"
"opacObjectFields": [3 items]
"[0]": {1 keys}
"value": "Hastie, Trevor"
"[1]": {1 keys}
"value": "Tibshirani, Robert"
"[2]": {1 keys}
"value": "Friedman, Jerome"
"[4]": {2 keys}
"identifier": "prod_pri_date"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "2001"
"opacObjectFieldAttributes": [2 items]
"[0]": {2 keys}
"key": "earliest_date"
"value": "2001-01-01Z"
"[1]": {2 keys}
"key": "latest_date"
"value": "2001-12-31Z"
"[5]": {2 keys}
"identifier": "prod_pri_date_notes"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[6]": {2 keys}
"identifier": "edition"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[7]": {2 keys}
"identifier": "brief_desc"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "This brief record was created for storage and loan purposes only."
"[8]": {2 keys}
"identifier": "measure_desc"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[9]": {2 keys}
"identifier": "credit_line"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[10]": {2 keys}
"identifier": "curr_loc_status"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "On Shelf"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "curr_loc_status:"On Shelf""
"[11]": {2 keys}
"identifier": "ob_status"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Accessioned"
"[12]": {2 keys}
"identifier": "lender"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[13]": {2 keys}
"identifier": "copyright_owner"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[14]": {2 keys}
"identifier": "copyright_type"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[15]": {2 keys}
"identifier": "copyright_start"
"opacObjectFields": [0 items]
"[16]": {2 keys}
"identifier": "copyright_expiry"
"opacObjectFields": [0 items]
"[17]": {2 keys}
"identifier": "copyright_notes"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[18]": {2 keys}
"identifier": "curr_loc"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Zone N3/Level 2 (Mezzanine)/Phrontisterion/MONA"
"[19]": {2 keys}
"identifier": "object_type"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "Books/Document genres/Information forms/Visual and Verbal Communication"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "object_type:"Books/Document genres/Information forms/Visual and Verbal Communication""
"[20]": {2 keys}
"identifier": "collection"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "Main Collection/Library"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "collection:"Main Collection/Library""
"[21]": {2 keys}
"identifier": "prod_pri_place"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Philadelphia/Pennsylvania/United States of America"
"[22]": {2 keys}
"identifier": "prod_pri_publisher"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Springer"
"[23]": {2 keys}
"identifier": "physical_notes"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "533 pgs"
"[24]": {2 keys}
"identifier": "language"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "English"
"[25]": {2 keys}
"identifier": "isbn_issn"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "0387952845"
"[26]": {2 keys}
"identifier": "user_sym_1"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "006.31 HAS"
"[27]": {2 keys}
"identifier": "usual_loc_being"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Zone N3/Level 2 (Mezzanine)/Phrontisterion/MONA"
"[28]": {2 keys}
"identifier": "subject_class"
"opacObjectFields": [6 items]
"[0]": {2 keys}
"value": "Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Mathematics/Science""
"[1]": {2 keys}
"value": "Statistics/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Statistics/Mathematics/Science""
"[2]": {2 keys}
"value": "Computational learning theory/Machine learning/Artificial intelligence/Cognitive science/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Computational learning theory/Machine learning/Artificial intelligence/Cognitive science/Science""
"[3]": {2 keys}
"value": "Data mining/Database searching/Electronic information resource searching/Information retrieval/Information science/Communication/Sociology/Social sciences/Civilisation"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Data mining/Database searching/Electronic information resource searching/Information retrieval/Information science/Communication/Sociology/Social sciences/Civilisation""
"[4]": {2 keys}
"value": "Inference/Reasoning/Reason/Rationalism/Knowledge, Theory of/Philosophy"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Inference/Reasoning/Reason/Rationalism/Knowledge, Theory of/Philosophy""
"[5]": {2 keys}
"value": "Prediction theory/Stochastic processes/Probabilities/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Prediction theory/Stochastic processes/Probabilities/Mathematics/Science""
"[29]": {2 keys}
"identifier": "subject_date"
"opacObjectFields": [0 items]
"[30]": {2 keys}
"identifier": "subject_event"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[31]": {2 keys}
"identifier": "subject_period"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[32]": {2 keys}
"identifier": "subject_object"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[33]": {2 keys}
"identifier": "subject_person"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[34]": {2 keys}
"identifier": "subject_place"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[35]": {2 keys}
"identifier": "assoc_person"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[36]": {2 keys}
"identifier": "assoc_place"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[37]": {2 keys}
"identifier": "assoc_event"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[38]": {2 keys}
"identifier": "assoc_object"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[39]": {2 keys}
"identifier": "user_sym_9"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"relationshipsCollection": {2 keys}
"relationships": [1 items]
"[0]": {4 keys}
"relatedRecords": [3 items]
"[0]": {3 keys}
"slug": "trevor-hastie"
"title": "Trevor Hastie"
"relatedRecordId": "14025"
"[1]": {3 keys}
"slug": "robert-tibshirani"
"title": "Robert Tibshirani"
"relatedRecordId": "17648"
"[2]": {3 keys}
"slug": "jerome-friedman"
"title": "Jerome Friedman"
"relatedRecordId": "19265"
"relationshipId": "object_prod_pri_person"
"relatedRecordType": "person"
"totalRelatedRecords": 3
"totalRelationships": 1