Skip to main content
Unpositioned
Edit position
Edit position

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

Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang
Diagnose this book
Open in Vernon Browser

Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang

by Alma Lilia Garcia Almanza, Edward Tsang

This volume applies machine learning and genetic programming to identify patterns in imbalanced data sets. It focuses on predicting scarce events in financial markets, fraud detection, and medical diagnosis to support decision-making and risk assessment.

Accession 18197 ISBN 9783639307672 Publisher Verlag Dr. Müller
Book Images
Reference and live side by side Hover to see live images
Reference
Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang spine
Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang cover
Live
Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang live spine
No live
Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang spine Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang live spine
Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang cover
No live
TAGS
Curated Derived
Computer Science Mathematics Money Prediction Psychology Science Technology The Future
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 01:21 (3 days, 22 hours ago)

Identity

name→ title
Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang
vernon_id
27869
accession_no→ accession_number
18197
vernon_slug
evolutionary-applications-for-financial-prediction-classification-methods-to-gather-patterns-using-genetic-programming-dr-alma-lilia-garcia-almanza-professor-edward-tsang

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)
9783639307672

Descriptive

production_date
2011
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)
Alma Lilia Garcia Almanza, Edward Tsang
tags→ tags
Science, Mathematics, Algorithms, Algebra, Machine learning, Artificial intelligence, Cognitive science, Genetic algorithms
subject_people
subject_objects

Cover image

vernon_cover_image_id→ cover_image
32533

Raw Vernon JSON

click to inspect

The source payload behind the snapshot above.

Use ⌘F to search once expanded.
{7 keys}
"slug": "evolutionary-applications-for-financial-prediction-classification-methods-to-gather-patterns-using-genetic-programming-dr-alma-lilia-garcia-almanza-professor-edward-tsang"
"opacObjectId": "27869"
"opacCollection": {1 keys}
"opacCollectionId": "1"
"imagesCollection": {2 keys}
"images": [1 items]
"[0]": {5 keys}
"imageId": "32533"
"cssColors": [3 items]
"[0]": {9 keys}
"hex": "faf0e6"
"hue": 30
"rank": 1
"presence": 15.81
"colorName": "linen"
"lightness": 94
"colorGroup": "white"
"saturation": 67
"formattedColorName": "linen"
"[1]": {9 keys}
"hex": "000000"
"hue": 0
"rank": 2
"presence": 75.09
"colorName": "black"
"lightness": 0
"colorGroup": "gray"
"saturation": 0
"formattedColorName": "black"
"[2]": {9 keys}
"hex": "a0522d"
"hue": 19
"rank": 3
"presence": 3.29
"colorName": "sienna"
"lightness": 40
"colorGroup": "brown"
"saturation": 56
"formattedColorName": "sienna"
"rawColors": [7 items]
"[0]": {6 keys}
"hex": "efebe7"
"hue": 30
"rank": 1
"presence": 15.81
"lightness": 92
"saturation": 20
"[1]": {6 keys}
"hex": "070505"
"hue": 0
"rank": 2
"presence": 75.09
"lightness": 2
"saturation": 16
"[2]": {6 keys}
"hex": "a9411e"
"hue": 15
"rank": 3
"presence": 3.29
"lightness": 39
"saturation": 69
"[3]": {6 keys}
"hex": "5d2b23"
"hue": 8
"rank": 4
"presence": 5.66
"lightness": 25
"saturation": 45
"[4]": {6 keys}
"hex": "3b3c3b"
"hue": 120
"rank": 5
"presence": 0.15
"lightness": 23
"saturation": 0
"[5]": {6 keys}
"hex": "7c8488"
"hue": 199
"rank": 6
"presence": 0.0
"lightness": 50
"saturation": 4
"[6]": {6 keys}
"hex": "7c7c84"
"hue": 240
"rank": 7
"presence": 0.0
"lightness": 50
"saturation": 3
"imageLabels": [10 items]
"[0]": {5 keys}
"count": 19411
"score": 83.38
"status": "auto_verified"
"imageLabel": "Font"
"imageLabelId": 12
"[1]": {5 keys}
"count": 942
"score": 67.86
"status": "auto_verified"
"imageLabel": "Carmine"
"imageLabelId": 74
"[2]": {5 keys}
"count": 2193
"score": 65.82
"status": "auto_verified"
"imageLabel": "Magenta"
"imageLabelId": 30
"[3]": {5 keys}
"count": 19018
"score": 65.65
"status": "auto_verified"
"imageLabel": "Publication"
"imageLabelId": 23
"[4]": {5 keys}
"count": 3194
"score": 65.32
"status": "auto_verified"
"imageLabel": "Graphics"
"imageLabelId": 16
"[5]": {5 keys}
"count": 2395
"score": 65.31
"status": "auto_verified"
"imageLabel": "Event"
"imageLabelId": 46
"[6]": {5 keys}
"count": 35
"score": 64.68
"status": "auto_verified"
"imageLabel": "Bumper"
"imageLabelId": 495
"[7]": {5 keys}
"count": 197
"score": 64.53
"status": "auto_verified"
"imageLabel": "Eyewear"
"imageLabelId": 211
"[8]": {5 keys}
"count": 2009
"score": 64.25
"status": "auto_verified"
"imageLabel": "Brand"
"imageLabelId": 15
"[9]": {5 keys}
"count": 10
"score": 61.31
"status": "auto_verified"
"imageLabel": "Cable"
"imageLabelId": 732
"imageDerivatives": [6 items]
"[0]": {4 keys}
"url": "https://browser.mona.net.au/records/images/large/21075/3372f93272519a487b6ab4872e1c5343f808c8f9.jpg"
"width": "538"
"height": "800"
"identifier": "LARGE"
"[1]": {4 keys}
"url": "https://browser.mona.net.au/records/images/medium/21075/3372f93272519a487b6ab4872e1c5343f808c8f9.jpg"
"width": "269"
"height": "400"
"identifier": "MEDIUM"
"[2]": {4 keys}
"url": "https://browser.mona.net.au/records/images/nano/21075/3372f93272519a487b6ab4872e1c5343f808c8f9.jpg"
"width": "24"
"height": "35"
"identifier": "NANO"
"[3]": {4 keys}
"url": "https://browser.mona.net.au/records/images/small/21075/3372f93272519a487b6ab4872e1c5343f808c8f9.jpg"
"width": "101"
"height": "150"
"identifier": "SMALL"
"[4]": {4 keys}
"url": "https://browser.mona.net.au/records/images/tiny/21075/3372f93272519a487b6ab4872e1c5343f808c8f9.jpg"
"width": "50"
"height": "75"
"identifier": "TINY"
"[5]": {4 keys}
"url": "https://browser.mona.net.au/records/images/xlarge/21075/3372f93272519a487b6ab4872e1c5343f808c8f9.jpg"
"width": "807"
"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": "18197"
"[1]": {2 keys}
"identifier": "name"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "title"
"value": "Evolutionary applications for financial prediction : classification methods to gather patterns using genetic programming / Dr. Alma Lilia Garcia Almanza, Professor Edward Tsang"
"[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": "Garcia Almanza, Alma Lilia"
"[1]": {1 keys}
"value": "Tsang, Edward"
"[4]": {2 keys}
"identifier": "prod_pri_date"
"opacObjectFields": [1 items]
"[0]": {2 keys}
"value": "2011"
"opacObjectFieldAttributes": [2 items]
"[0]": {2 keys}
"key": "earliest_date"
"value": "2011-01-01Z"
"[1]": {2 keys}
"key": "latest_date"
"value": "2011-12-31Z"
"[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": "Germany"
"[22]": {2 keys}
"identifier": "prod_pri_publisher"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "Verlag Dr. Müller"
"[23]": {2 keys}
"identifier": "physical_notes"
"opacObjectFields": [2 items]
"[0]": {1 keys}
"value": "165 pages ; 22 cm."
"[1]": {1 keys}
"value": "Includes bibliographical references."
"[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": "9783639307672"
"[26]": {2 keys}
"identifier": "user_sym_1"
"opacObjectFields": [1 items]
"[0]": {1 keys}
"value": "330.0285 GAR"
"[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": [4 items]
"[0]": {2 keys}
"value": "Algorithms/Algebra/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Algorithms/Algebra/Mathematics/Science""
"[1]": {2 keys}
"value": "Genetic algorithms/Algorithms/Algebra/Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Genetic algorithms/Algorithms/Algebra/Mathematics/Science""
"[2]": {2 keys}
"value": "Machine learning/Artificial intelligence/Cognitive science/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"Machine learning/Artificial intelligence/Cognitive science/Science""
"[3]": {2 keys}
"value": "Mathematics/Science"
"opacObjectFieldAttributes": [1 items]
"[0]": {2 keys}
"key": "search"
"value": "subject_class:"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": "alma-lilia-garcia-almanza"
"title": "Alma Lilia Garcia Almanza"
"relatedRecordId": "32100"
"[1]": {3 keys}
"slug": "edward-tsang"
"title": "Edward Tsang"
"relatedRecordId": "32101"
"relationshipId": "object_prod_pri_person"
"relatedRecordType": "person"
"totalRelatedRecords": 2
"totalRelationships": 1