Znn3bq.jpeg
±±¾©Ê¯ÓÍ»¯¹¤Ñ§Ôº2026ÄêÑо¿ÉúÕÐÉú½ÓÊÕµ÷¼Á¹«¸æ
²é¿´: 2519  |  »Ø¸´: 7

nutrilite

½ð³æ (ÖøÃûдÊÖ)

[½»Á÷] Ôõô¿´Ò»ÆªÂÛÎÄÊDZ»SCI»¹ÊÇISTPÊÕ¼£¿ ÒÑÓÐ3È˲ÎÓë

ÔÚweb of science ÀïÔõô¿´Ò»ÆªÂÛÎÄÊDZ»SCI»¹ÊÇISTPÊÕ¼£¿ÏÂÃæÕâÆªËãô

A Novel Evolving Clustering Algorithm with Polynomial Regression for Chaotic Time-Series Prediction

Author(s): Widiputra H (Widiputra, Harya)1, Kho H (Kho, Henry), Lukas (Lukas), Pears R (Pears, Russel)1, Kasabov N (Kasabov, Nikola)

Editor(s): Leung CS; Lee M; Chan JH

Source: NEURAL INFORMATION PROCESSING, PT 2, PROCEEDINGS   Book Series: Lecture Notes in Computer Science    Volume: 5864    Pages: 114-121    Published: 2009

Times Cited: 0     References: 9  

Conference Information: 16th International Conference on Neural Information Processing (ICONIP 2009)
King Mongluts Univ Technol Thonburi, Sch Informat Technol, Bangkok, THAILAND, DEC 01-05, 2009
Asia Pacific Neural Network Assembly; Int Neural Network Soc; Japanese Neural Network Soc; European Neural Network Soc; IEEE Computat Intelligence Soc

Abstract: Time-series prediction has been a very well researched topic in recent studies. Some popular approaches to this problem are the traditional statistical methods e.g. multiple linear regression and moving average, and neural network with the Multi Layer Perceptron which has shown its supremacy in time-series prediction. In this study, we used a different approach based on evolving clustering algorithm with polynomial regressions to find repeating local patterns in a time-series data. To illustrate chaotic time-series data we have taken into account the use of stock price data from Indonesian stock exchange market and currency exchange rate data. In addition, we have also conducted a benchmark test using the Mackey Glass data set. Results showed that the algorithm offers a considerably high accuracy in time-series prediction and could also reveal repeating patterns of movement from the past.

Document Type: Proceedings Paper  

Language: English  

Author Keywords: evolving clustering algorithm; polynomial regression; chaotic time-series data  

KeyWords Plus: DISCOVERY  

Reprint Address: Widiputra, H (reprint author), Auckland Univ Technol, Knowledge Engn & Discovery Res Inst, Auckland, New Zealand  
Addresses:
1. Auckland Univ Technol, Knowledge Engn & Discovery Res Inst, Auckland, New Zealand  
E-mail Addresses: harya.widiputra@aut.ac.nz, henry@student.sgu.ac.id, lukas@atmajaya.ac.id, russel.pears@aut.ac.nz, nikola.kasabov@aut.ac.nz

Publisher: SPRINGER-VERLAG BERLIN, HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY  

IDS Number: BPM40

ISSN: 0302-9743  

ISBN: 978-3-642-10682-8

[ Last edited by nutrilite on 2010-9-8 at 13:25 ]
»Ø¸´´ËÂ¥

» ²ÂÄãϲ»¶

» ±¾Ö÷ÌâÏà¹Ø¼ÛÖµÌùÍÆ¼ö£¬¶ÔÄúͬÑùÓаïÖú:

ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

nutrilite

½ð³æ (ÖøÃûдÊÖ)

Ôõô¿´°¡£¿£¿
2Â¥2010-09-08 10:23:57
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

nutrilite

½ð³æ (ÖøÃûдÊÖ)

ÔÙ¶¥£¬£¬£¬£¬£¬
3Â¥2010-09-08 11:21:26
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

dmfang

ÈÙÓþ°æÖ÷ (ÕýʽдÊÖ)

¡ï
Сľ³æ(½ð±Ò+0.5):¸ø¸öºì°ü£¬Ð»Ð»»ØÌû½»Á÷
Çø·ÖSCIºÍISTP¼ìË÷µÄ·½·¨
http://muchong.com/bbs/viewthread.php?tid=1219781
4Â¥2010-09-08 12:10:19
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

nutrilite

½ð³æ (ÖøÃûдÊÖ)

ÒýÓûØÌû:
Originally posted by dmfang at 2010-09-08 12:10:19:
Çø·ÖSCIºÍISTP¼ìË÷µÄ·½·¨
http://muchong.com/bbs/viewthread.php?tid=1219781

»¹ÊDz»´óÇå³þ

[ Last edited by nutrilite on 2010-9-8 at 13:26 ]
5Â¥2010-09-08 13:07:00
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

nutrilite

½ð³æ (ÖøÃûдÊÖ)

Èç¹ûÕâ¸ö»áÒéËãµÄ»°£¬ÄÇ´ó¼Ò¶¼²»ÊÇÃÍ·¢»áÒéÁË£¿
6Â¥2010-09-08 13:27:24
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

dmfang

ÈÙÓþ°æÖ÷ (ÕýʽдÊÖ)

¡ï
Сľ³æ(½ð±Ò+0.5):¸ø¸öºì°ü£¬Ð»Ð»»ØÌû½»Á÷
ÒýÓûØÌû:
Originally posted by nutrilite at 2010-09-08 13:07:00:


»¹ÊDz»´óÇå³þ

[ Last edited by nutrilite on 2010-9-8 at 13:26 ]

¡°SCI¡¢EIºÍISTPÊÕ¼ºÅµÄ²éѯ·½·¨£¨×ܽᣩ¡±£º
http://muchong.com/bbs/viewthread.php?tid=660421

¡°GA  BHE43 ¡±ÕâÀ¸ÀïµÄ¡°BHE43¡±×ÖĸÔÚǰÊý×ÖÔÚºó¾ÍÊÇISTP¼ìË÷£¬Èç¹ûÊý×ÖÔÚǰ×ÖĸÔÚºó¾ÍÊÇSCI¼ìË÷¡£µ±È»Òª×¢ÒâÒ»¸öÌØÊâµÄÇé¿ö£¬ÓÐЩ»áÒéÎÄÕ±»ÆÚ¿¯ÊÕ¼ºó£¬¼´Ê¹¸ÃÆÚ¿¯ÊÇSCI¼ìË÷£¬²éѯ¼ìË÷ʱ¡°GA  BHE43 ¡±ÕâÀ¸ÀïµÄ¡°BHE43¡±ÇéÐλ¹ÊǺÍISTP¼ìË÷ÀàËÆ£¬¼´×ÖĸÔÚǰÊý×ÖÔÚºó¡£

[ Last edited by dmfang on 2010-9-8 at 14:01 ]
7Â¥2010-09-08 13:59:55
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

tjuzhuzhiwen

Ìú¸Ëľ³æ (ÖªÃû×÷¼Ò)

¡ï
Сľ³æ: ½ð±Ò+0.5, ¸ø¸öºì°ü£¬Ð»Ð»»ØÌû
ÒýÓûØÌû:
70651Â¥: Originally posted by nutrilite at 2010-09-08 10:02:56:
ÔÚweb of science ÀïÔõô¿´Ò»ÆªÂÛÎÄÊDZ»SCI»¹ÊÇISTPÊÕ¼£¿ÏÂÃæÕâÆªËãô

A Novel Evolving Clustering Algorithm with Polynomial Regression for Chaotic Time-Series Prediction

Author(s): Widiputra H ( ...

IDS Number: BPM40

ºÜÃ÷ÏÔÊÇISTP¼ìË÷°¡¡£SCI¼ìË÷ÊÇÊý×ÖÔÚǰ£¬±ÈÈç903XD£¬516YHµÈµÈ¡£
8Â¥2012-04-19 18:25:54
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû
Ïà¹Ø°æ¿éÌø×ª ÎÒÒª¶©ÔÄÂ¥Ö÷ nutrilite µÄÖ÷Ìâ¸üÐÂ
×î¾ßÈËÆøÈÈÌûÍÆ¼ö [²é¿´È«²¿] ×÷Õß »Ø/¿´ ×îºó·¢±í
[¿¼ÑÐ] 304Çóµ÷¼Á£¨085602£¬¹ýËļ¶£¬Ò»Ö¾Ô¸985£© +25 »¯¹¤ÈË999 2026-04-04 26/1300 2026-04-07 22:06 by hemengdong
[¿¼ÑÐ] ²ÄÁϵ÷¼Á +15 Ò»ÑùYWY 2026-04-01 15/750 2026-04-07 15:54 by dxlg
[¿¼ÑÐ] ²ÄÁϹ¤³Ìµ÷¼Á +3 СÁõͬѧ߹߹ 2026-04-06 4/200 2026-04-06 20:56 by lbsjt
[¿¼ÑÐ] 269µç×ÓÐÅÏ¢Çóµ÷¼Á£¬¿Éתרҵ +5 ¶À×Ãwl 2026-04-06 5/250 2026-04-06 17:23 by ÍÁľ˶ʿÕÐÉú
[¿¼ÑÐ] ר˶0854³õÊÔ¿¼²Ä¿Æ»ù£¬Çóµ÷¼Á +6 3220548044 2026-04-06 9/450 2026-04-06 10:26 by barlinike
[¿¼ÑÐ] Ò»Ö¾Ô¸¹þ¶û±õ¹¤Òµ´óѧ085600Ó¢Ò»Êý¶þ337·ÖÇóµ÷¼Á +12 lyz0427 2026-04-03 12/600 2026-04-06 06:37 by houyaoxu
[¿¼ÑÐ] ÉúÎïѧ308·ÖÇóµ÷¼Á£¨Ò»Ö¾Ô¸»ª¶«Ê¦´ó£© +8 ÏàÐűػá¹ââÍòÕ 2026-04-05 10/500 2026-04-05 12:19 by Hdyxbekcb
[¿¼ÑÐ] Ò»Ö¾Ô¸Ö£´ó0705Çóµ÷¼Á +3 éÙʮһ 2026-04-02 4/200 2026-04-05 00:05 by chongya
[¿¼ÑÐ] ²ÄÁÏר˶322·Ö +11 ¹þ¹þ¹þºðºðºð¹þ 2026-04-02 11/550 2026-04-04 23:37 by ÓÀ×ÖºÅ
[¿¼ÑÐ] ±¾9Ò»Ö¾Ô¸2 0854µÍ·Öר˶286Çóµ÷¼Á +9 âÖÖ111 2026-04-04 9/450 2026-04-04 11:01 by tangruihua
[¿¼ÑÐ] 305Çóµ÷¼Á +3 77Qi 2026-04-03 3/150 2026-04-03 23:01 by qzxyhcsy
[¿¼ÑÐ] Ò»Ö¾Ô¸ÖØÇì´óѧ085404£¬×Ü·Ö314·Ö£¬Çóµ÷¼Á +4 zf83hn 2026-04-03 4/200 2026-04-03 21:25 by à£à£à£0119
[¿¼ÑÐ] Êý¶þÓ¢¶þ348Çóµ÷¼Á +4 hxdzj1 2026-04-03 5/250 2026-04-03 21:25 by zhq0425
[¿¼ÑÐ] 294Çóµ÷¼Á +6 Grey_Ey 2026-04-03 6/300 2026-04-03 20:46 by ÐÀϲ777
[¿¼ÑÐ] Ò»Ö¾Ô¸»ªÖÐũҵ071010£¬×Ü·Ö320Çóµ÷¼Á +7 À§À§À§À§À¤À¤ 2026-04-02 7/350 2026-04-03 17:26 by Yuena_Wang
[¿¼ÑÐ] һ־Ըɽ¶«´óѧ»¯Ñ§Ó뻯¹¤Ñ§Ôº²ÄÁÏÓ뻯¹¤×¨Ë¶£¬360·ÖÇóµ÷¼Á +4 ²»Ô¸Í¸Â¶ÐÕÃûµÄË 2026-04-02 4/200 2026-04-03 09:29 by ÒÅÍüÏûʧµÄž™
[¿¼ÑÐ] ²ÄÁÏ340·Öµ÷¼Á +7 ÏÄÒ¹Íí·ç_long 2026-04-02 9/450 2026-04-02 21:20 by dongzh2009
[¿¼ÑÐ] ²ÄÁÏר˶322·Ö +11 ¹þ¹þ¹þºðºðºð¹þ 2026-04-01 11/550 2026-04-02 10:52 by lnilvy
[¿¼ÑÐ] 303·Ö 0807ѧ˶Çóµ÷¼Á +3 TYC3632 2026-04-01 3/150 2026-04-01 19:24 by lwk2004
[˶²©¼ÒÔ°] ²©Ò»±»ËͳöÁªÅà¸Ð¾õ²»ÊÊÓ¦Ôõô°ì +3 È«´åµÄ¹· 2026-03-31 3/150 2026-04-01 10:44 by 328838485
ÐÅÏ¢Ìáʾ
ÇëÌî´¦ÀíÒâ¼û