Skip to main content
Unpositioned
Edit position
Edit position

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

Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill
Diagnose this book
Open in Vernon Browser

Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill

by Andrew Gelman, Jennifer Hill

This manual introduces linear and non-linear regression alongside multilevel and hierarchical modelling. It covers causal inference and missing-data imputation, providing instructions and programming code for fitting models and analysing real-world examples.

Accession 10470 ISBN 978052168689 Publisher Cambridge University Press
Book Images
Reference and live side by side Hover to see live images
Reference
Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill cover
Live
Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill live spine
No live
Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill live spine
Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill cover
No live
TAGS
Curated Derived
Economics Engineering Mathematics Science Statistics Technology
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
G:W1:2 4 Current vertical
4 days, 12 hours ago
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 00:50 (3 days, 22 hours ago)

Identity

name→ title
Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill
vernon_id
14254
accession_no→ accession_number
10470
vernon_slug
data-analysis-using-regression-and-multilevelhierarchical-models-andrew-gelman-jennifer-hill

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)
978052168689

Descriptive

production_date
2007
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)
Andrew Gelman, Jennifer Hill
tags→ tags
Science, Mathematics, Engineering, Technology, Mathematical models, Simulation methods, Systems engineering, Statistics, System theory, Science -- Philosophy, Mathematical statistics, Linear models (Statistics), Regression analysis, Multivariate analysis, Nonlinear systems
subject_people
—
subject_objects
—

Cover image

vernon_cover_image_id→ cover_image
49119

Raw Vernon JSON

click to inspect

The source payload behind the snapshot above.
Use ⌘F to search once expanded.
{7 keys}
"slug": "data-analysis-using-regression-and-multilevelhierarchical-models-andrew-gelman-jennifer-hill"
"opacObjectId": "14254"
"opacCollection": {1 keys}
"opacCollectionId": "1"
"imagesCollection": {2 keys}
"images": [1 items]
"[0]": {5 keys}
"imageId": "49119"
"cssColors": [3 items]
"[0]": {9 keys}
"hex": "d2b48c"
"hue": 34
"rank": 1
"presence": 9.67
"colorName": "tan"
"lightness": 69
"colorGroup": "brown"
"saturation": 44
"formattedColorName": "tan"
"[1]": {9 keys}
"hex": "000000"
"hue": 0
"rank": 2
"presence": 85.95
"colorName": "black"
"lightness": 0
"colorGroup": "gray"
"saturation": 0
"formattedColorName": "black"
"[2]": {9 keys}
"hex": "8b4513"
"hue": 25
"rank": 3
"presence": 1.78
"colorName": "saddlebrown"
"lightness": 31
"colorGroup": "brown"
"saturation": 76
"formattedColorName": "saddle brown"
"rawColors": [7 items]
"[0]": {6 keys}
"hex": "be9b54"
"hue": 40
"rank": 1
"presence": 9.67
"lightness": 53
"saturation": 44
"[1]": {6 keys}
"hex": "080d0d"
"hue": 180
"rank": 2
"presence": 85.95
"lightness": 4
"saturation": 23
"[2]": {6 keys}
"hex": "645935"
"hue": 45
"rank": 3
"presence": 2.58
"lightness": 30
"saturation": 30
"[3]": {6 keys}
"hex": "4c3c20"
"hue": 38
"rank": 4
"presence": 1.78
"lightness": 21
"saturation": 40
"[4]": {6 keys}
"hex": "7b8384"
"hue": 186
"rank": 5
"presence": 0.01
"lightness": 50
"saturation": 3
"[5]": {6 keys}
"hex": "7c8c84"
"hue": 150
"rank": 6
"presence": 0.0
"lightness": 51
"saturation": 6
"[6]": {6 keys}
"hex": "884c10"
"hue": 30
"rank": 7
"presence": 0.0
"lightness": 29
"saturation": 78
"imageLabels": [4 items]
"[0]": {5 keys}
"count": 19411
"score": 90.0
"status": "auto_verified"
"imageLabel": "Font"
"imageLabelId": 12
"[1]": {5 keys}
"count": 5351
"score": 67.52
"status": "auto_verified"
"imageLabel": "Advertising"
"imageLabelId": 71
"[2]": {5 keys}
"count": 19018
"score": 59.33
"status": "auto_verified"
"imageLabel": "Publication"
"imageLabelId": 23
"[3]": {5 keys}
"count": 178
"score": 55.18
"status": "auto_verified"
"imageLabel": "Screenshot"
"imageLabelId": 579
"imageDerivatives": [6 items]
"[0]": {4 keys}
"url": "https://browser.mona.net.au/records/images/large/31146/b588ae65b4dac60df9a709e00d81830af5e6176f.jpg"
"width": "562"
"height": "800"
"identifier": "LARGE"
"[1]": {4 keys}
"url": "https://browser.mona.net.au/records/images/medium/31146/b588ae65b4dac60df9a709e00d81830af5e6176f.jpg"
"width": "281"
"height": "400"
"identifier": "MEDIUM"
"[2]": {4 keys}
"url": "https://browser.mona.net.au/records/images/nano/31146/b588ae65b4dac60df9a709e00d81830af5e6176f.jpg"
"width": "25"
"height": "35"
"identifier": "NANO"
"[3]": {4 keys}
"url": "https://browser.mona.net.au/records/images/small/31146/b588ae65b4dac60df9a709e00d81830af5e6176f.jpg"
"width": "105"
"height": "150"
"identifier": "SMALL"
"[4]": {4 keys}
"url": "https://browser.mona.net.au/records/images/tiny/31146/b588ae65b4dac60df9a709e00d81830af5e6176f.jpg"
"width": "53"
"height": "75"
"identifier": "TINY"
"[5]": {4 keys}
"url": "https://browser.mona.net.au/records/images/xlarge/31146/b588ae65b4dac60df9a709e00d81830af5e6176f.jpg"
"width": "844"
"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": "10470"
"[1]": {2 keys}
"identifier": "name"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "title"
"value": "Data analysis using regression and multilevel/hierarchical models / Andrew Gelman ; Jennifer Hill"
"[2]": {2 keys}
"identifier": "other_name"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": ""
"[3]": {2 keys}
"identifier": "artist_last_first"
"opacObjectFields": [2 items]
"[0]": {1 keys}
"value": "Gelman, Andrew"
"[1]": {1 keys}
"value": "Hill, Jennifer"
"[4]": {2 keys}
"identifier": "prod_pri_date"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "2007"
"opacObjectFieldAttributes": [2 items]
"[0]": {2 keys}
"key": "earliest_date"
"value": "2007-01-01Z"
"[1]": {2 keys}
"key": "latest_date"
"value": "2007-12-31Z"
"[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": "Cambridge University Press"
"[23]": {2 keys}
"identifier": "physical_notes"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "625 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": "978052168689"
"[26]": {2 keys}
"identifier": "user_sym_1"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "519.536 GEL"
"[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": "Linear models (Statistics)/Statistics/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Linear models (Statistics)/Statistics/Mathematics/Science""
"[1]": {2 keys}
"value": "Mathematical models/Simulation methods/Systems engineering/Engineering/Technology/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Mathematical models/Simulation methods/Systems engineering/Engineering/Technology/Science""
"[2]": {2 keys}
"value": "Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Mathematics/Science""
"[3]": {2 keys}
"value": "Nonlinear systems/System theory/Science -- Philosophy"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Nonlinear systems/System theory/Science -- Philosophy""
"[4]": {2 keys}
"value": "Regression analysis/Multivariate analysis/Mathematical statistics/Statistics/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Regression analysis/Multivariate analysis/Mathematical statistics/Statistics/Mathematics/Science""
"[5]": {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": [2 items]
"[0]": {3 keys}
"slug": "andrew-gelman"
"title": "Andrew Gelman"
"relatedRecordId": "13953"
"[1]": {3 keys}
"slug": "jennifer-hill"
"title": "Jennifer Hill"
"relatedRecordId": "17907"
"relationshipId": "object_prod_pri_person"
"relatedRecordType": "person"
"totalRelatedRecords": 2
"totalRelationships": 1