Evaluating the impact of categorical data encoding and scaling on neural network classification performance: the case of repeat consumption of identical cultural goods

Elena Fitkov-Norris; Samireh Vahid; Chris Hand

Evaluating the impact of categorical data encoding and scaling on neural network classification performance: the case of repeat consumption of identical cultural goods

Elena Fitkov-Norris, Samireh Vahid, Chris Hand

Kingston University

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

Original language	English
Title of host publication	Engineering Applications of Neural Networks
Subtitle of host publication	13th International Conference, EANN 2012, London, UK, September 2012, Proceedings
Editors	Chrisina Jayne, Shigang Yue, Lazaros S. Iliadis
Place of Publication	London, U.K.
Publisher	Springer
Pages	343-352
ISBN (Print)	9783642329081
Publication status	Published - 2012

Publication series

Name	Communications in Computer and Information Science
Publisher	Springer
Number	311

Keywords

Applied mathematics

Cite this

Fitkov-Norris, E., Vahid, S., & Hand, C. (2012). Evaluating the impact of categorical data encoding and scaling on neural network classification performance: the case of repeat consumption of identical cultural goods. In C. Jayne, S. Yue, & L. S. Iliadis (Eds.), Engineering Applications of Neural Networks: 13th International Conference, EANN 2012, London, UK, September 2012, Proceedings (pp. 343-352). (Communications in Computer and Information Science; No. 311). Springer.

Fitkov-Norris, Elena ; Vahid, Samireh ; Hand, Chris. / Evaluating the impact of categorical data encoding and scaling on neural network classification performance : the case of repeat consumption of identical cultural goods. Engineering Applications of Neural Networks: 13th International Conference, EANN 2012, London, UK, September 2012, Proceedings. editor / Chrisina Jayne ; Shigang Yue ; Lazaros S. Iliadis. London, U.K. : Springer, 2012. pp. 343-352 (Communications in Computer and Information Science; 311).

@inbook{54dc8ca0090742f9a60c7815695a9e84,

title = "Evaluating the impact of categorical data encoding and scaling on neural network classification performance: the case of repeat consumption of identical cultural goods",

keywords = "Applied mathematics",

author = "Elena Fitkov-Norris and Samireh Vahid and Chris Hand",

year = "2012",

language = "English",

isbn = "9783642329081",

series = "Communications in Computer and Information Science",

publisher = "Springer",

number = "311",

pages = "343--352",

editor = "Chrisina Jayne and Shigang Yue and Iliadis, \{Lazaros S.\}",

booktitle = "Engineering Applications of Neural Networks",

address = "Germany",

}

Fitkov-Norris, E, Vahid, S & Hand, C 2012, Evaluating the impact of categorical data encoding and scaling on neural network classification performance: the case of repeat consumption of identical cultural goods. in C Jayne, S Yue & LS Iliadis (eds), Engineering Applications of Neural Networks: 13th International Conference, EANN 2012, London, UK, September 2012, Proceedings. Communications in Computer and Information Science, no. 311, Springer, London, U.K., pp. 343-352.

Evaluating the impact of categorical data encoding and scaling on neural network classification performance: the case of repeat consumption of identical cultural goods. / Fitkov-Norris, Elena; Vahid, Samireh; Hand, Chris.
Engineering Applications of Neural Networks: 13th International Conference, EANN 2012, London, UK, September 2012, Proceedings. ed. / Chrisina Jayne; Shigang Yue; Lazaros S. Iliadis. London, U.K.: Springer, 2012. p. 343-352 (Communications in Computer and Information Science; No. 311).

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

TY - CHAP

T1 - Evaluating the impact of categorical data encoding and scaling on neural network classification performance

T2 - the case of repeat consumption of identical cultural goods

AU - Fitkov-Norris, Elena

AU - Vahid, Samireh

AU - Hand, Chris

PY - 2012

Y1 - 2012

KW - Applied mathematics

M3 - Chapter

SN - 9783642329081

T3 - Communications in Computer and Information Science

SP - 343

EP - 352

BT - Engineering Applications of Neural Networks

A2 - Jayne, Chrisina

A2 - Yue, Shigang

A2 - Iliadis, Lazaros S.

PB - Springer

CY - London, U.K.

ER -

Fitkov-Norris E, Vahid S, Hand C. Evaluating the impact of categorical data encoding and scaling on neural network classification performance: the case of repeat consumption of identical cultural goods. In Jayne C, Yue S, Iliadis LS, editors, Engineering Applications of Neural Networks: 13th International Conference, EANN 2012, London, UK, September 2012, Proceedings. London, U.K.: Springer. 2012. p. 343-352. (Communications in Computer and Information Science; 311).