鏁版嵁鎸栨帢瀹為獙鎶ュ憡
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1
鍩轰簬
weka
鐨勬暟鎹垎绫诲垎鏋愬疄楠屾姤鍛?/p>
1
瀹為獙鍩烘湰鍐呭
鏈疄楠岀殑鍩烘湰鍐呭鏄�氳繃浣跨敤
weka
涓殑涓夌甯歌鍒嗙被鏂规硶
锛堟湸绱犺礉鍙舵柉锛?/p>
KNN
鍜屽喅绛?/p>
鏍?/p>
C4.5
锛夊垎鍒湪璁粌鏁版嵁涓婅缁冨嚭鍒嗙被妯″瀷锛屽苟浣跨敤鏍￠獙鏁版嵁瀵瑰悇涓ā鍨嬭繘琛屾祴璇曞拰璇勪环锛?/p>
鎵惧嚭鍚勪釜妯″瀷鏈�浼樼殑鍙傛暟鍊硷紝
骞跺涓変釜妯″瀷杩涜鍏ㄩ潰璇勪环姣旇緝锛?/p>
寰楀埌涓�涓渶濂界殑鍒嗙被妯″瀷浠?/p>
鍙婅妯″瀷鎵�鏈夎缃殑鏈�浼樺弬鏁般�?/p>
鏈�鍚庝娇鐢ㄨ繖浜涘弬鏁颁互鍙婅缁冮泦鍜屾牎楠岄泦鏁版嵁涓�璧锋瀯閫犲嚭涓�涓?/p>
鏈�浼樺垎绫诲櫒锛屽苟鍒╃敤璇ュ垎绫诲櫒瀵规祴璇曟暟鎹繘琛岄娴嬨�?/p>
2
鏁版嵁鐨勫噯澶囧強棰勫鐞?/p>
2.1
鏍煎紡杞崲鏂规硶
鍘熷鏁版嵁鏄?/p>
excel
鏂囦欢淇濆瓨鐨?/p>
xlsx
鏍煎紡鏁版嵁锛岄渶瑕佽浆鎹㈡垚
Weka
鏀寔鐨?/p>
arff
鏂囦欢鏍煎紡鎴?/p>
csv
鏂囦欢鏍煎紡銆傜敱浜?/p>
Weka
瀵?/p>
arff
鏍煎紡鐨勬敮鎸佹洿濂斤紝杩欓噷鎴戜滑閫夋嫨
arff
鏍煎紡浣滀负鍒嗙被鍣ㄥ師濮?/p>
鏁版嵁鐨勪繚瀛樻牸寮忋�?/p>
杞崲鏂规硶锛氬湪
excel
涓墦寮�鈥?/p>
movie_given.xlsx
鈥?/p>
锛岄�夋嫨鑿滃崟鏂囦欢
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鍙﹀瓨涓猴紝鍦ㄥ脊鍑虹殑瀵?/p>
璇濇涓紝鏂囦欢鍚嶈緭鍏モ�?/p>
total_data
鈥?/p>
锛屼繚瀛樼被鍨嬮�夋嫨鈥?/p>
CSV
锛堥�楀彿鍒嗛殧锛?/p>
鈥?/p>
锛屼繚瀛橈紝鎴戜滑渚垮彲寰?/p>
鍒扳�?/p>
total_data.csv
鈥濇枃浠讹紱鐒跺悗锛屾墦寮�
Weka
鐨?/p>
Exporler
锛岀偣鍑?/p>
Open
file
鎸夐挳锛屾墦寮�鍒氭墠寰?/p>
鍒扮殑鈥?/p>
total_data
鈥濇枃浠讹紝鐐瑰嚮鈥?/p>
save
鈥濇寜閽紝鍦ㄥ脊鍑虹殑瀵硅瘽妗嗕腑锛屾枃浠跺悕杈撳叆鈥?/p>
total_data
鈥?/p>
锛?/p>
鏂囦欢绫诲瀷閫夋嫨鈥?/p>
Arff data files
锛?/p>
*.arff
锛?/p>
鈥?/p>
锛岃繖鏍峰緱鍒扮殑鏁版嵁鏂囦欢涓衡�?/p>
total_data.arff
鈥?/p>
銆?/p>
2.2
濡備綍寤虹珛鏁版嵁璁粌闆嗭紝鏍￠獙闆嗗拰娴嬭瘯闆?/p>
鏁版嵁鐨勯澶勭悊杩囩▼涓紝
涓轰簡鍦ㄨ缁冩ā鍨嬨�?/p>
璇勪环妯″瀷鍜屼娇鐢ㄦā鍨嬪鏁版嵁杩涜棰勬祴鑳戒繚璇佷竴
鑷存�у拰瀹屾暣鎬э紝棣栧厛瑕佹妸
movie_given.xslx
鍜?/p>
test.xslx
鍚堝苟鍦ㄤ竴璧凤紝鍥犱负鍦ㄧ敓鎴?/p>
arff
鏂囦欢鐨?/p>
鏃跺�欙紝鍙兘浼氬嚭鐜板睘鎬у�间笉涓�鏍风殑鎯呭喌锛屽惁鍒欏皢涓哄悗鏉ョ殑娴嬭瘯杩囩▼甯︽潵楹荤儲銆?/p>
閫氳繃缁熻鏁版嵁淇℃伅锛屽彂鐜板甫鏈夌被鏍囧彿鐨勬暟鎹竴鍏辨湁
100
琛岋紝涓轰簡閬垮厤鏁版嵁鐨勮繃搴︽嫙鍚堬紝
蹇呴』鎶婃暟鎹缁冮泦鍜屾牎楠岄泦鍒嗗紑锛岀洰鍓嶇殑鎷嗗垎绛栫暐鏄悇
50
琛屻�傜被鏍囧彿涓衡�?/p>
female
鈥欑殑鏁版嵁
鏈?/p>
21
鏉★紝鑰岀被鏍囧彿涓衡�?/p>
male
鈥欑殑鏁版嵁鏈?/p>
79
鏉★紝杩欐牱鐩墠閬囧埌鐨勯棶棰樻槸锛岀┒绔熷浣曞鐞嗕粎鏈?/p>
鐨?/p>
21
鏉?/p>
female
鏁版嵁锛熶负浜嗚兘鍦ㄨ缁冨垎绫绘ā鍨嬫椂鏈夋洿鍏ㄩ潰鐨勪俊鎭紝鎵�浠ュ喅瀹氭妸鍖呭惈
21
鏉?/p>
female
绫绘爣鍙锋暟鎹拰
29
鏉?/p>
male
绫绘爣鍙锋暟鎹綔涓烘ā鍨嬭缁冩暟鎹泦锛岃�屽墿涓嬬殑鍙?/p>
49
鏉＄被鏍囧彿
绫?/p>
male
鐨勬暟鎹皢鍏ㄩ儴鐢ㄤ簬鏍￠獙鏁版嵁闆嗭紝杩欐槸鍥犱负鍦ㄦ牎楠岀殑鏃跺�欙紝涓ょ绫绘爣鍙风殑鏁版嵁鐨勪綔鐢?/p>
鍖哄埆涓嶅ぇ锛?/p>
鑰屽湪璁粌鏁版嵁妯″瀷鏃讹紝
鍒欐洿闇�瑕佹洿鍏ㄩ潰鐨勪俊鎭紝
鐗瑰埆鏄笉鍚岀被鏍囧彿鐨勬暟鎹殑鍚堢悊
姣斾緥瀵硅缁冩ā鍨嬬殑璐ㄩ噺鏈夎緝澶х殑褰卞搷銆?/p>