本論文研究提問文本的意圖類型自動偵測方法，提出從以相關研究[18]提出 語意維度關聯計算方法產生提問文本之特徵為基礎，並結合醫療概念關鍵字相似 計算方法產生提問文本之特徵。本論文提出的兩種基於卷積神經網路之學習網路 CNN Joint Model 和 Ensemble CNN Model 預測提問文本之意圖類型。實驗中採
用不同輸入特徵資料組合，驗證CNN Joint Model 與 Ensemble CNN Model，在同 時輸入語意維度關聯特徵(PFC)和概念關鍵字相似度特徵(CKS)時，比基本方法中
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附錄一 詞嵌入向量特徵的 CNN Model 架構和
Filter size: 5x5 Strides:1 Filter size: 5x5 Strides:1最大池化層 Polling size: 5x5 Strides: 5
附錄二 系統預測真實提問文本的意圖類型
Query 我是轻度抑郁症，有时候还会想到自杀，我实在
是不知道怎么办才好了 True intention type(s) <disease,treatment>
Predicted intention type(s) 1 <disease,treatment> 0.6164069 2 <symptom,treatment> 0.5071862
Query 狂躁抑郁症的表现 我的叔叔不知道怎么回事，说
是得了抑郁症却又会像疯了一样，掀桌子砸碗，
说不是抑郁症却又有抑郁症的症状，这到底是怎 么回事？
True intention type(s) <disease,symptom>
Predicted intention type(s) 1 <disease,symptom> 0.85544366 2 <symptom,disease> 0.39944595
Query 性格严重内向曾有想过好几次自杀，而且还很自
卑，请问是不是有抑郁症的倾向?
True intention type(s) <symptom,disease>
Predicted intention type(s) 1 <symptom,disease> 0.61567557 2 <symptom,treatment> 0.39980236
Query 如何治疗抑郁情绪 被自己喜欢的人欺骗，我很想 找人倾诉可是又不想说，不想出门总是喜欢把自 己关在家里，有时候还会想死，很难放松自己心 情，总处于消极状态，怎么样去治疗抑郁症？
True intention type(s) <disease,treatment>
<symptom,treatment>
Predicted intention type(s) 1 <disease,treatment> 0.95246667 2 <symptom,treatment> 0.7579342
Query 抑郁症怎么治疗最好 近一段时间总是目光呆滞，
郁郁寡欢，干什么都提不起精神来，有时候想走 出去和朋友们聊聊天，放松放松心情，可总是因 为自卑而停住了脚步
True intention type(s) <disease,treatment>
<symptom,treatment>
Predicted intention type(s) 1 <disease,treatment> 0.9560134 2 <symptom,treatment> 0.8171965
Query 轻微抑郁症怎样治疗 我因为抑郁症感觉注意力困
难、记忆力减退、脑子迟钝，怎么办？
True intention type(s) <disease,treatment>
<symptom,treatment>
Predicted intention type(s)
Query 怀孕了有抑郁症，以前吃着药呢，现在怀孕三个 多月了，难受，请问能吃点什么药呢
True intention type(s) <disease,medicine>
Predicted intention type(s) 1 <disease,medicine> 0.8847578
Query 抑郁症好治吗？我今年 28 岁，一年前被查出患有
抑郁症，刚开始一直在休息调理，但是好像不管 用，我想吃点药物，不知道吃什么药比较好 True intention type(s) <disease,medicine>
<disease,treatment>
Predicted intention type(s) 1 <disease,medicine> 0.6174347 2 <disease,treatment> 0.32756937
Query 抑郁症的症状通常是什么样的啊？ 我姑姑最近由
于家庭婚姻不幸福，总是心情压抑，焦虑，兴趣 丧失，精力不足，悲观失望，对未来不报任何希 望，家里人非常担心，害怕她就此得了抑郁症。
True intention type(s) <disease,symptom>
Predicted intention type(s) 1 <disease,symptom> 0.93062633 2 <symptom,disease> 0.821058
Query 哇，我有抑郁症怎么办啊，最近一直在发 呆。。。怎么办
True intention type(s) <disease,treatment>
Predicted intention type(s) 1 <disease,treatment> 0.7922719 2 <symptom,treatment> 0.5975859
Query 抑郁症该怎么治疗才会好？是不是该吃点什么药
True intention type(s) <disease,treatment>
Predicted intention type(s) 1 <disease,treatment> 0.73038226 2 <disease,medicine> 0.7147733
Query 抑郁治疗仪有用吗，有哪种仪器可以治疗？ 抑郁
治疗仪有用吗,患上了焦虑性抑郁症，比较急，想 尽快治疗，有哪种仪器可以治疗？
True intention type(s) <disease,treatment>
Predicted intention type(s) 1 <disease,treatment> 0.9797809
Query 您好，我想问问中药有什么可以治疗抑郁症的药 物？？不敢吃西药，都说副作用太大，谢谢了！
True intention type(s) <disease,medicine>
Predicted intention type(s)
1 <disease,medicine> 0.78043914
Query 抑郁症会出现什么样的症状表现？ 我姑姑最近由
于家庭婚姻不幸福，总是心情压抑，焦虑，兴趣 丧失，精力不足，悲观失望，对未来不报任何希 望，家里人非常担心，害怕她就此得了抑郁症。
True intention type(s) <disease,symptom>
<symptom,disease>
Predicted intention type(s) 1 <disease,symptom> 0.9412735 2 <symptom,disease> 0.7802168
Query 如何帮助一个重度抑郁症患者走出来 他是男孩子
17 岁 如何帮助一个重度抑郁症患者走出来他是 男孩子 17 岁左右重度抑郁有自杀倾向还有暴力 True intention type(s) <disease,treatment>
<symptom,treatment>
Predicted intention type(s) 1 <disease,treatment> 0.7408761 2 <symptom,treatment> 0.5182596
Query 有抑郁症，怀孕了，什么药都不能吃吗？比如安 神补脑液等
True intention type(s) <disease,medicine>
Predicted intention type(s)
1 <disease,medicine> 0.7855088
True intention type(s) <symptom,disease>
Predicted intention type(s) 1 <symptom,disease> 0.571725 2 <symptom,treatment> 0.4616723 3 <disease,treatment> 0.34320992
Query 服抑郁症的西药期间，可以用中药调理身体吗？
精神科医生说服药期间不能补身体，越补越重，
是吗？
True intention type(s) <disease,medicine>
Predicted intention type(s)
1 <disease,medicine> 0.5138817
Query 情绪不稳定，时好时坏，总是爱多想，对生活么
有多大的热情，有时候想死却不敢死，饮食不规 律，怀疑自己是不是的了抑郁症
True intention type(s) <symptom,disease>
Predicted intention type(s)
1 <symptom,disease> 0.88355184
Query 得了抑郁症怎么办？吃点什么药比较好，还用去
医院吗
True intention type(s) <disease,medicine>
<disease,treatment>
Predicted intention type(s)
1 <disease,medicine> 0.7473961 2 <disease,treatment> 0.4063462
Query 经常抑郁，会因为一点小事发怒砸东西还打自 己，然后又哭，情绪失控
True intention type(s) <symptom,treatment>
Predicted intention type(s)
1 <symptom,treatment> 0.73168224
Query 轻微抑郁症的表现 最近常常心情不好，高兴不起
来，感觉整个世界都是灰暗的，对周围的事物都 不感兴趣甚至很讨厌。这是抑郁症吗
True intention type(s) <disease,symptom>
<symptom,disease>
True intention type(s) <medicine,side_effect>
Predicted intention type(s) 1 <medicine,side_effect> 0.6654733
Query 你好！经中医号脉，说我是抑郁加焦虑双证状，
True intention type(s) <disease,medicine>
<medicine,instruction>
Predicted intention type(s) 1 <disease,medicine> 0.4506774 2 <medicine,instruction> 0.32731318
Query 抑郁症治疗仪价格，少年抑郁症是什么原因 抑郁
症治疗仪价格，青少年抑郁症是什么原因引起 的？吃了二个月的药，起效太慢了，想和治疗抑 郁的仪器一起治疗，请问哪种仪器正规有效？
True intention type(s) <disease,cause>
<disease,treatment>
<treatment,fee>
Predicted intention type(s) 1 <disease,treatment> 0.9811162 2 <treatment,fee> 0.3748141
Query 产后 50 天抑郁，吃了米氮平 1 片 9 天半片 4 天四
True intention type(s) <medicine,side_effect>
Predicted intention type(s) 1 <medicine,side_effect> 0.4773712 2 <disease,medicine> 0.41674572
True intention type(s) <disease,symptom>
<symptom,disease>
Predicted intention type(s) 1 <disease,symptom> 0.89254004 2 <symptom,disease> 0.79212236
Query 抑郁怎样治好？ 工作不顺心，最近有点抑郁了！
忧伤、悲观、绝望、常感到心情沉重、生活没意 思、高兴不起来这种情况怎么办？
True intention type(s) <symptom,treatment>
Predicted intention type(s) 1 <symptom,treatment> 0.76428103 2 <disease,treatment> 0.5245673
Query 抑郁症的治疗方法 就是总感觉别人在背后说我，
每天都感觉烦躁，感觉活着没意思，之前再手机 上做过忧郁症的小测试，之前做过一次，说轻度 抑郁，之后又做了一次，结果是中度抑郁了，明 天感觉活的好累，不知道该怎么办
True intention type(s) <disease,treatment>
Predicted intention type(s) 1 <disease,treatment> 0.9410856 2 <symptom,treatment> 0.74301505
Query 我妈得了抑郁症四年了，反复发作，现在晚上又
睡不着觉了，该怎么办 True intention type(s) <disease,treatment>
<symptom,treatment>
Predicted intention type(s) 1 <symptom,treatment> 0.65614545 2 <disease,treatment> 0.49265686