Skip to main content
Unpositioned
Edit position
Edit position

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

An introduction to statistical learning : with applications in R /​ Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
Diagnose this book
Open in Vernon Browser

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

by Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani

No description yet.

Accession 14415 ISBN 9781461471370 Publisher Springer
Book Images
Reference and live side by side Hover to see live images
Reference
An introduction to statistical learning : with applications in R /​ Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani cover
Live
No live
No live
No live
An introduction to statistical learning : with applications in R /​ Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani cover
No live
TAGS
Curated Derived
Communication Computer Science Culture Education Information Resources Mathematics Science Social Sciences Statistics
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 01:05 (3 days, 22 hours ago)

Identity

name→ title
An introduction to statistical learning : with applications in R /​ Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
vernon_id
22726
accession_no→ accession_number
14415
vernon_slug
an-introduction-to-statistical-learning-with-applications-in-r-gareth-james-daniela-witten-trevor-hastie-robert-tibshirani

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)
9781461471370

Descriptive

production_date
2015
object_type
Books/Document genres/Information forms/Visual and Verbal Communication
object_status
Accessioned
brief_description
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

Subjects & people

authors→ author (initial fill only)
Trevor Hastie, Robert Tibshirani, Gareth James, Daniela Witten
tags→ tags
Science, Mathematics, Social sciences, Civilisation, Sociology, Communication, Statistics, Computer systems, Electronic data processing, Computers, Data mining, Database searching, Electronic information resource searching, Information retrieval, Information science, Linear models (Statistics), Information resources, Electronic information resources, Big data, Data sets
subject_people
—
subject_objects
—

Cover image

vernon_cover_image_id→ cover_image
24022

Raw Vernon JSON

click to inspect

The source payload behind the snapshot above.
Use ⌘F to search once expanded.
{7 keys}
"slug": "an-introduction-to-statistical-learning-with-applications-in-r-gareth-james-daniela-witten-trevor-hastie-robert-tibshirani"
"opacObjectId": "22726"
"opacCollection": {1 keys}
"opacCollectionId": "1"
"imagesCollection": {2 keys}
"images": [1 items]
"[0]": {5 keys}
"imageId": "24022"
"cssColors": [4 items]
"[0]": {9 keys}
"hex": "778899"
"hue": 210
"rank": 1
"presence": 10.13
"colorName": "lightslategray"
"lightness": 53
"colorGroup": "gray"
"saturation": 14
"formattedColorName": "light slate gray"
"[1]": {9 keys}
"hex": "daa520"
"hue": 43
"rank": 2
"presence": 64.86
"colorName": "goldenrod"
"lightness": 49
"colorGroup": "brown"
"saturation": 74
"formattedColorName": "goldenrod"
"[2]": {9 keys}
"hex": "708090"
"hue": 210
"rank": 3
"presence": 2.36
"colorName": "slategray"
"lightness": 50
"colorGroup": "gray"
"saturation": 13
"formattedColorName": "slate gray"
"[3]": {9 keys}
"hex": "d2b48c"
"hue": 34
"rank": 4
"presence": 5.04
"colorName": "tan"
"lightness": 69
"colorGroup": "brown"
"saturation": 44
"formattedColorName": "tan"
"rawColors": [7 items]
"[0]": {6 keys}
"hex": "a0b2b9"
"hue": 196
"rank": 1
"presence": 10.13
"lightness": 67
"saturation": 15
"[1]": {6 keys}
"hex": "daa51a"
"hue": 43
"rank": 2
"presence": 64.86
"lightness": 47
"saturation": 78
"[2]": {6 keys}
"hex": "713e66"
"hue": 312
"rank": 3
"presence": 14.57
"lightness": 34
"saturation": 29
"[3]": {6 keys}
"hex": "698a6f"
"hue": 130
"rank": 4
"presence": 2.36
"lightness": 47
"saturation": 13
"[4]": {6 keys}
"hex": "ae8c70"
"hue": 27
"rank": 5
"presence": 5.04
"lightness": 56
"saturation": 27
"[5]": {6 keys}
"hex": "8d9441"
"hue": 65
"rank": 6
"presence": 2.23
"lightness": 41
"saturation": 38
"[6]": {6 keys}
"hex": "f8d971"
"hue": 46
"rank": 7
"presence": 0.81
"lightness": 70
"saturation": 90
"imageLabels": [10 items]
"[0]": {5 keys}
"count": 19411
"score": 82.6
"status": "auto_verified"
"imageLabel": "Font"
"imageLabelId": 12
"[1]": {5 keys}
"count": 19018
"score": 80.77
"status": "auto_verified"
"imageLabel": "Publication"
"imageLabelId": 23
"[2]": {5 keys}
"count": 208
"score": 80.12
"status": "auto_verified"
"imageLabel": "Amber"
"imageLabelId": 65
"[3]": {5 keys}
"count": 10019
"score": 76.65
"status": "auto_verified"
"imageLabel": "Rectangle"
"imageLabelId": 11
"[4]": {5 keys}
"count": 2009
"score": 68.02
"status": "auto_verified"
"imageLabel": "Brand"
"imageLabelId": 15
"[5]": {5 keys}
"count": 1637
"score": 67.44
"status": "auto_verified"
"imageLabel": "Logo"
"imageLabelId": 19
"[6]": {5 keys}
"count": 3985
"score": 65.78
"status": "auto_verified"
"imageLabel": "Electric blue"
"imageLabelId": 49
"[7]": {5 keys}
"count": 15171
"score": 64.64
"status": "auto_verified"
"imageLabel": "Book"
"imageLabelId": 67
"[8]": {5 keys}
"count": 5351
"score": 64.25
"status": "auto_verified"
"imageLabel": "Advertising"
"imageLabelId": 71
"[9]": {5 keys}
"count": 12694
"score": 63.24
"status": "auto_verified"
"imageLabel": "Book cover"
"imageLabelId": 90
"imageDerivatives": [6 items]
"[0]": {4 keys}
"url": "https://browser.mona.net.au/records/images/large/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg"
"width": "528"
"height": "800"
"identifier": "LARGE"
"[1]": {4 keys}
"url": "https://browser.mona.net.au/records/images/medium/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg"
"width": "264"
"height": "400"
"identifier": "MEDIUM"
"[2]": {4 keys}
"url": "https://browser.mona.net.au/records/images/nano/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg"
"width": "23"
"height": "35"
"identifier": "NANO"
"[3]": {4 keys}
"url": "https://browser.mona.net.au/records/images/small/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg"
"width": "99"
"height": "150"
"identifier": "SMALL"
"[4]": {4 keys}
"url": "https://browser.mona.net.au/records/images/tiny/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg"
"width": "49"
"height": "75"
"identifier": "TINY"
"[5]": {4 keys}
"url": "https://browser.mona.net.au/records/images/xlarge/8554/f3b74c53b18c2be1e953d0754ee8dcdb0621240f.jpg"
"width": "792"
"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": "14415"
"[1]": {2 keys}
"identifier": "name"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "An introduction to statistical learning : with applications in R /​ Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "title"
"value": "An introduction to statistical learning : with applications in R /​ Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani"
"[2]": {2 keys}
"identifier": "other_name"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[3]": {2 keys}
"identifier": "artist_last_first"
"opacObjectFields": [4 items]
"[0]": {1 keys}
"value": "James, Gareth"
"[1]": {1 keys}
"value": "Witten, Daniela"
"[2]": {1 keys}
"value": "Hastie, Trevor"
"[3]": {1 keys}
"value": "Tibshirani, Robert"
"[4]": {2 keys}
"identifier": "prod_pri_date"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "2015"
"opacObjectFieldAttributes": [2 items]
"[0]": {2 keys}
"key": "earliest_date"
"value": "2015-01-01Z"
"[1]": {2 keys}
"key": "latest_date"
"value": "2015-12-31Z"
"[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": "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"
"[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": "New York City/New York/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": [2 items]
"[0]": {1 keys}
"value": "426 pages : graphs ; 25 cm."
"[1]": {1 keys}
"value": "Includes index."
"[24]": {2 keys}
"identifier": "language"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "English"
"[25]": {2 keys}
"identifier": "isbn_issn"
"opacObjectFields": [2 items]
"[0]": {1 keys}
"value": "9781461471370"
"[1]": {1 keys}
"value": "1431-875X"
"[26]": {2 keys}
"identifier": "user_sym_1"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "519.5 JAM"
"[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": [5 items]
"[0]": {2 keys}
"value": "Big data/Data sets/Electronic information resources/Information resources/Information science/Communication/Sociology/Social sciences/Civilisation"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Big data/Data sets/Electronic information resources/Information resources/Information science/Communication/Sociology/Social sciences/Civilisation""
"[1]": {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""
"[2]": {2 keys}
"value": "Electronic data processing/Computers/Computer systems"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Electronic data processing/Computers/Computer systems""
"[3]": {2 keys}
"value": "Linear models (Statistics)/Statistics/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Linear models (Statistics)/Statistics/Mathematics/Science""
"[4]": {2 keys}
"value": "Statistics/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Statistics/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": [4 items]
"[0]": {3 keys}
"slug": "gareth-james"
"title": "Gareth James"
"relatedRecordId": "27483"
"[1]": {3 keys}
"slug": "daniela-witten"
"title": "Daniela Witten"
"relatedRecordId": "27484"
"[2]": {3 keys}
"slug": "trevor-hastie"
"title": "Trevor Hastie"
"relatedRecordId": "14025"
"[3]": {3 keys}
"slug": "robert-tibshirani"
"title": "Robert Tibshirani"
"relatedRecordId": "17648"
"relationshipId": "object_prod_pri_person"
"relatedRecordType": "person"
"totalRelatedRecords": 4
"totalRelationships": 1