21
$ :HEEDVHG ,QWHOOLJHQW /HDUQLQJ 6\VWHP 6XSSRUWLQJ (GXFDWLRQ LQ WKH VW &HQWXU\ .KDOHG +DOLPL &RPSXWHU 6FLHQFH 'HSDUWPHQW 8QLYHUVLW\ 0DL *XHOPD *XHOPD $OJHULD KDOLPLNKDOHG#XQLYJXHOPDG] +DVVLQD 6HULGL%RXFKHODJKHP &RPSXWHU 6FLHQFH 'HSDUWPHQW %DGML 0RNKWDU$QQDED 8QLYHUVLW\ $QQDED $OJHULD VHULGL#ODEJHGQHW $EVWUDFW 7KH DLP RI WKH SDSHU LV WR GHVFULEH WKH GHVLJQ RI D :HE EDVHG ,QWHOOLJHQW /HDUQLQJ 6\VWHP ,/6 WKDW DGGUHVVLQJ WKH VWXGHQWVカ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カ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カ FRQQHFWLRQV ZKLFK HQDEOH NQRZOHGJH FRQVWUXFWLRQ ZLWKLQ QHWZRUNV >.LPPHUOH @ ,Q WKLV ZD\ QHZ OHDUQLQJ WKHRU\ KDV HPHUJHG LWカV Journal of Universal Computer Science, vol. 25, no. 10 (2019), 1373-1393 submitted: 15/12/18, accepted: 8/6/19, appeared: 28/10/19 J.UCS

J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

  • Upload
    others

  • View
    0

  • Download
    0

Embed Size (px)

Citation preview

Page 1: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

Journal of Universal Computer Science, vol. 25, no. 10 (2019), 1373-1393submitted: 15/12/18, accepted: 8/6/19, appeared: 28/10/19 J.UCS

Page 2: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1374 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 3: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1375Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 4: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1376 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 5: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1377Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 6: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1378 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 7: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1379Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 8: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1380 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 9: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1381Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 10: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1382 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 11: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1383Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 12: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1384 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 13: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1385Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 14: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1386 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 15: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1387Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 16: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1388 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 17: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1389Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 18: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1390 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 19: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1391Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 20: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1392 Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...

Page 21: J.UCS Journal of Universal Computer Science · 2019. 11. 26. · a web3.0-based intelligent learning ... 1375,q d zhe edvhg ohduqlqj hqylurqphqw dq\rqh fdq dq\wlph sduwlflsdwh lq

1393Halimi K., Seridi-Bouchelaghem H.: A Web3.0-based Intelligent Learning ...