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作者主题模型分析附录的优化结果

时间:2023-07-08 理论教育 版权反馈
【摘要】:每个语义主题以TOPIC表示,后接_和编号,结果包含两个部分,即代表性词汇和代表性作者,后面列出的数据分别为代表性词汇在该语义主题下的出现概率和代表作者在该语义主题下的出现概率。

作者主题模型分析附录的优化结果

每个语义主题以TOPIC表示,后接_和编号,结果包含两个部分,即代表性词汇和代表性作者,后面列出的数据分别为代表性词汇在该语义主题下的出现概率和代表作者在该语义主题下的出现概率。

TOPIC_1 0.0188 TOPIC_2 0.0211

实时系统、嵌入系统 结构性语言

applic 0.0682 approach 0.1202

devic 0.0477 propos 0.035

base 0.0341 exist 0.0342

embed 0.0294 detect 0.0274

introduc 0.0224 however, 0.0258

real-tim 0.0221 call 0.0255

unifi 0.0202 identifi 0.02

guzzaloni,g 0.0017 bhowmick,ss 0.0067

li,y 0.0016 ling,tw 0.0029

kim,jh 0.0014 leonardi,e 0.0029

cho,y 0.0012 tan,zj 0.0019

lu,xl 0.0011 kim,j 0.0018

suzuki,k 0.0010 wang,w 0.0018

yuan,sm 0.0009 mlynkova,i 0.0017

TOPIC_3 0.0193 TOPIC_4 0.0194

安全与政策 结构性语言

secur 0.108 process 0.267

base 0.0541 activ 0.0398

paper 0.039 execut 0.0262

kei 0.0346 analyz 0.0196

polici 0.0334 main 0.0183

implement 0.0269 support 0.0163

propos 0.0238 paper 0.0154

bertino,e 0.0043 vanderaalst,wmp 0.0032

hwang,gh 0.0030 devedzic,v 0.0019

ferrari,e 0.0023 gasevic,d 0.0015

moon,k 0.0021 park,c 0.0015

lo,a 0.0015 sierra,jl 0.0012

farkas,c 0.0014 oberweis,a 0.0011

li,y 0.0012 mlynkova,i 0.0011

TOPIC_5 0.0279 TOPIC_6 0.0191

XML查询、元素查询 结构性语言

queri 0.1791 paper 0.048

xml 0.0754 qualiti 0.0438

effici 0.0382 combin 0.0318

index 0.0336 present 0.0254

propos 0.0263 produc 0.0231

path 0.0258 main 0.0214

node 0.0252 studi 0.0209

ling,tw 0.0081 tsapatsoulis,n 0.0013

yu,jx 0.006 berman,jj 0.0011

park,s 0.0053 chang,yh 0.0009

zhou,ay 0.0052 liu,jx 0.0009

yoshikawa,m 0.0048 vincent,mw 0.0008

bhowmick,ss 0.0046 lee,yk 0.0008

bottcher,s 0.004 larson,rr 0.0008

TOPIC_7 0.0194 TOPIC_8 0.0182

结构性语言 XML应用

model 0.424 comput 0.0426

featur 0.0271 remot 0.034

analysi 0.0269 protocol 0.0231

power 0.0268 univers 0.0231

model. 0.0254 hierarch 0.0228

model, 0.025 materi 0.0185

translat 0.0238 autom 0.0169

fishwick,p 0.002 murray-rust,p 0.0035

jeong,d 0.0016 rzepa,hs 0.0031

rajugan,r 0.0015 shirota,y 0.0018

dewey,cf 0.0011 prodan,a 0.0016

vanderdonckt,j 0.0011 prodan,r 0.0015

chao,y 0.001 jea,kf 0.0015

chang,e 0.0009 campean,r 0.0015

TOPIC_9 0.0184 TOPIC_10 0.0219

网络可视化 文档结构

network 0.1403 document 0.2059

visual 0.0638 structur 0.0997

field 0.0232 search 0.0756

paper 0.0178 similar 0.0395

xml-base 0.0175 xml 0.0385

dynam 0.0158 documents. 0.0346

commun 0.0142 measur 0.0213

xiao,db 0.0022 nayak,r 0.0031

brickley,d 0.0012 yoshikawa,m 0.0031

sharma,d 0.0011 kamps,j 0.0025

dubois,r 0.0011 geva,s 0.0022

wang,q 0.0009 wang,xl 0.0021

choi,mj 0.0008 chatvichienchai,s 0.0021

cheung,h 0.0008 elmasri,r 0.0018

TOPIC_11 0.0208 TOPIC_12 0.0187

信息检索 在线学习与在线科学

retriev 0.0919 digit 0.0758

element 0.0378 project 0.0592

collect 0.0346 learn 0.0568

xml 0.0302 develop 0.0365

result 0.0288 scienc 0.0213

relev 0.0284 sensor 0.0211

evalu 0.0266 aim 0.0204

kamps,j 0.009 lu,j 0.0011

lalmas,m 0.0084 shirota,y 0.0011

geva,s 0.0079 hunter,j 0.001

larson,rr 0.0057 leung,ewc 0.001

thom,ja 0.0048 kim,bg 0.0009

theobald,m 0.0043 fisler,j 0.0009

pehcevski,j 0.0036 wright,t 0.0008

TOPIC_13 0.0201 TOPIC_14 0.0186

协作与设计 XML解释

design 0.1955 work 0.0257

busi 0.0794 analysi 0.0187

product 0.0699 interpret 0.0165

collabor 0.0534 possibl 0.0157

manufactur 0.0268 archiv 0.0151

develop 0.0226 set 0.0144

engin 0.0198 provid 0.0139

wang,ws 0.0022 spiliotopoulos,d 0.0013

nurmilaakso,jm 0.0018 meijer,e 0.0013

trappey,ajc 0.0015 wang,fs 0.0013

shaw,hj 0.0015 said,a 0.0012

shen,wc 0.0012 diaz,o 0.0011

rajugan,r 0.0011 kamps,j 0.0009

ratchev,sm 0.0009 martens,w 0.0008

TOPIC_15 0.0219 TOPIC_16 0.0191

Webservice规范 系统支持与架构

web 0.3232 support 0.0784

servic 0.2636 version 0.0264

messag 0.0432 construct 0.0232

services. 0.0291 featur 0.0194

protocol 0.0235 educ 0.0182

composit 0.0219 discuss 0.0181

services, 0.018 scenario 0.0175

tosic,v 0.0033 urban,j 0.0017

hung,pck 0.0032 tsotras,vj 0.0012

li,l 0.0018 murray-rust,p 0.0011

lewis,mj 0.0018 vanderhoek,a 0.0011

lee,kc 0.0016 dillon,ts 0.001

fox,gc 0.0016 zaniolo,c 0.001

park,n 0.0014 kim,h 0.0009

TOPIC_17 0.0193 TOPIC_18 0.0194

文件管理 XML与服务器系统

rule 0.0636 distribut 0.1398

file 0.0608 object 0.0859

present 0.0351 base 0.0554

automat 0.0312 server 0.0471

html 0.025 java 0.0297

specif 0.0206 client 0.0283

convert 0.018 applic 0.0245

boley,h 0.0027 cuzzocrea,a 0.0017

bang,yb 0.0019 vuorimaa,p 0.0015

elmasri,r 0.0016 pankowski,t 0.0013

hunter,a 0.0013 abiteboul,s 0.0013

bry,f 0.0012 chiou,yw 0.0013

lacroix,z 0.0011 chang,ys 0.0013

lim,sj 0.0011 li,q 0.0012

TOPIC_19 0.0191 TOPIC_20 0.0191

应用构建 系统监控

technolog 0.0995 system 0.2306

system 0.0552 commun 0.0522

build 0.0243 monitor 0.0349

scientif 0.023 system. 0.0284

industri 0.0228 systems. 0.0254

emerg 0.0216 site 0.0173

applic 0.0215 legaci 0.0133

li,y 0.0019 yoo,ds 0.0018

boonmee,c 0.0018 hsieh,jc 0.0018

yoo,n 0.0017 sneed,hm 0.0012

hsieh,jc 0.0016 dudeck,j 0.0012

lu,j 0.0013 ames,tj 0.0012

li,q 0.001 chakravarthy,s 0.0011

estevez,e 0.001 lu,xl 0.001

TOPIC_21 0.0189 TOPIC_22 0.0233

XML应用 XML结构语言

applic 0.0386 xml 0.148

creat 0.0328 schema 0.1062

input 0.027 relat 0.0876

make 0.0261 databas 0.0821

wireless 0.0219 data 0.0219

applications. 0.0203 conceptu 0.0215

xslt 0.0198 map 0.0212

ishikawa,h 0.0043 liu,jx 0.011

puder,a 0.0018 fong,j 0.0064

li,j 0.0013 lv,t 0.0044

lu,ejl 0.0013 pankowski,t 0.0041

yu,j 0.0013 shahriar,ms 0.0034

groppe,s 0.0012 liu,cf 0.003

wang,h 0.001 necasky,m 0.003

TOPIC_23 0.0203 TOPIC_24 0.0183

数据融合 开源系统

integr 0.1935 simul 0.0795

system 0.0988 virtual 0.0558

inform 0.0872 open 0.0453

heterogen 0.0593 sourc 0.028

enterpris 0.0374 includ 0.0269

open 0.0323 web-bas 0.0234

base 0.0303 prototyp 0.0184

ursino,d 0.002 nachouki,g 0.0014

ueno,h 0.0014 wiedemann,t 0.0011

kim,j 0.0014 kilgore,ra 0.0009

lastra,jlm 0.0012 sahin,f 0.0009

cao,y 0.0012 miller,ja 0.0008

lau,hcw 0.001 zhao,ym 0.0008

yang,j 0.001 rohl,m 0.0008

TOPIC_25 0.0187 TOPIC_26 0.0191

医学信息管理 安全策略与存取控制

inform 0.1439 access 0.1724

medic 0.0435 control 0.1239

report 0.0366 imag 0.0548

clinic 0.0329 annot 0.0449

record 0.0317 video 0.029

health 0.0257 propos 0.0263(www.xing528.com)

electron 0.0253 author 0.0231

dudeck,j 0.005 iwaihara,m 0.0032

abidi,ssr 0.0026 sun,xm 0.0026

shiffman,rn 0.0022 bertino,e 0.0023

hsieh,jc 0.0019 chadwick,dw 0.0019

koutsouris,d 0.0018 liu,dx 0.0019

ku,hh 0.0017 muppavarapu,v 0.0019

ricci,fl 0.0016 luo,b 0.0016

TOPIC_27 0.019 TOPIC_28 0.0195

移动环境下XML应用 信息流与信息交换

mobil 0.075 manag 0.2182

agent 0.0559 framework 0.1186

applic 0.0438 system 0.0648

internet 0.0322 workflow 0.0418

compress 0.0322 xml-base 0.0381

3d 0.0227 event 0.0263

locat 0.0201 support 0.0233

li,cl 0.004 kim,k 0.0036

navarro,g 0.0022 vanderaalst,wmp 0.002

cheng,hh 0.002 mansour,e 0.0015

shin,d 0.0019 kim,kh 0.0013

li,ly 0.0018 hong,cs 0.001

du,wc 0.0014 xiao,db 0.001

choi,j 0.0014 choi,mj 0.001

TOPIC_29 0.02 TOPIC_30 0.0193

XML性能 软件开发

perform 0.0684 softwar 0.1375

xml 0.0432 develop 0.1337

improv 0.0329 compon 0.0424

time 0.0273 applic 0.041

pars 0.0218 configur 0.0382

reduc 0.0216 domain 0.0354

result 0.0197 engin 0.0268

zhang,y 0.0038 frenkel,m 0.0023

maeda,k 0.0034 fernandez-manjon,b 0.0017

chiu,k 0.0026 murray-rust,p 0.0014

pan,yf 0.0024 chan,cw 0.0013

sharma,d 0.0023 fernandez-valmayor,a 0.0012

hwang,gh 0.0018 chang,e 0.001

kim,jh 0.0017 cho,h 0.0009

TOPIC_31 0.021 TOPIC_32 0.0184

结构性语言 系统开发与测试

method 0.1119 test 0.1065

base 0.0649 tool 0.0484

extract 0.0503 case 0.0455

inform 0.0496 develop 0.0387

xml 0.0407 public 0.0244

result 0.0314 implement 0.0223

propos 0.0258 paper 0.0211

lee,kh 0.0039 dong,wl 0.0043

yoshikawa,m 0.0024 taylor,r 0.0021

li,jz 0.0022 harrison,r 0.0015

wu,xy 0.0019 cho,y 0.0015

kim,j 0.0018 tsai,wt 0.0012

ling,tw 0.0018 bertolino,a 0.0012

cao,jl 0.0018 jeong,j 0.0011

TOPIC_33 0.0205 TOPIC_34 0.0238

数据操作、XQuery语言 XML数据库

oper 0.037 xml 0.342

perform 0.0358 document 0.0605

xqueri 0.0291 view 0.0412

optim 0.028 databas 0.0356

encod 0.0246 updat 0.0341

sequenc 0.0246 dtd 0.0199

current 0.0205 fragment 0.0157

harder,t 0.0025 link,s 0.0056

bottcher,s 0.0017 rundensteiner,ea 0.0036

chbeir,r 0.0017 ling,tw 0.0033

rundensteiner,ea 0.0017 fan,wf 0.003

bertino,e 0.0015 pardede,e 0.0028

rahayu,jw 0.0014 bottcher,s 0.0027

jagadish,hv 0.0014 kang,h 0.0026

TOPIC_35 0.0191 TOPIC_36 0.0199

用户交互 结构性语言

user 0.1572 condit 0.053

interfac 0.1015 challeng 0.0292

architectur 0.0659 support 0.0286

comput 0.0471 discuss 0.0262

grid 0.0457 provid 0.0229

environ 0.0334 address 0.0222

infrastructur 0.0311 wide 0.0179

vanderdonckt,j 0.0054 bertino,e 0.004

park,n 0.0015 pankowski,t 0.0023

chou,w 0.0013 rundensteiner,ea 0.0017

yuan,sm 0.0012 wang,j 0.0016

huang,zc 0.0012 dillon,ts 0.0013

tsai,mj 0.0012 cuzzocrea,a 0.0013

choi,ha 0.0011 feng,l 0.0012

TOPIC_37 0.0225 TOPIC_38 0.0198

数据存储 语义网

data 0.5902 semant 0.1543

data. 0.0441 descript 0.056

storag 0.0307 standard 0.0469

store 0.0297 interoper 0.0461

data, 0.0289 level 0.034

sourc 0.0221 defin 0.0331

cach 0.0125 electron 0.0285

dillon,ts 0.0028 boonmee,c 0.0027

bottcher,s 0.0026 smith,jr 0.0022

pedersen,tb 0.0024 hunter,j 0.0017

bhowmick,ss 0.0019 chang,e 0.0016

rahayu,w 0.0017 klas,w 0.0015

pankowski,t 0.0017 anutariya,c 0.0015

kang,h 0.0017 cruz,if 0.0012

TOPIC_39 0.019 TOPIC_40 0.0189

图形与UML 信息系统、中间件

chang 0.035 interact 0.0787

graphic 0.0341 platform 0.0566

specif 0.0332 compon 0.0422

requir 0.0305 dynam 0.0376

custom 0.0262 architectur 0.0329

uml 0.0222 middlewar 0.0262

applic 0.02 enabl 0.0253

leif,rc 0.0036 hong,ks 0.0019

hong,ks 0.0033 deneve,w 0.0015

stojanov,z 0.0018 zhang,t 0.0014

kim,jh 0.0018 shukla,sk 0.0012

vuorimaa,p 0.0013 puder,a 0.0011

giannetti,f 0.0012 rine,d 0.0011

chakravarthy,s 0.0012 mathaikutty,da 0.001

TOPIC_41 0.0189 TOPIC_42 0.0199

信息交换标准 程序编码工具

standard 0.0668 gener 0.1382

achiev 0.0246 program 0.0774

develop 0.0219 tool 0.0633

intern 0.0207 transform 0.0594

transfer 0.0206 code 0.0481

human 0.0196 automat 0.0298

language) 0.0186 abstract 0.0225

chung,sc 0.0029 collard,ml 0.0024

saekow,a 0.0018 lammel,r 0.0021

song,ih 0.0013 kontogiannis,k 0.0019

dudeck,j 0.0011 yamamoto,s 0.0019

suzuki,t 0.0011 maeda,k 0.0019

luo,y 0.001 winter,a 0.0017

kim,j 0.0008 moller,a 0.0013

TOPIC_43 0.0194 TOPIC_44 0.0189

知识本体 内容表示与管理

knowledg 0.0978 content 0.1062

ontolog 0.0673 adapt 0.0679

represent 0.065 multimedia 0.0523

repres 0.0422 present 0.0486

share 0.039 descript 0.0347

inform 0.0362 describ 0.0281

intellig 0.0262 paper 0.02

anutariya,c 0.0024 deneve,w 0.004

chan,cw 0.0023 vandewalle,r 0.0035

zhai,j 0.0018 kim,m 0.0033

dori,d 0.0016 smith,jr 0.0024

devedzic,v 0.0015 kim,h 0.002

ju,tl 0.0015 vandeursen,d 0.0019

wang,xy 0.0014 vuorimaa,p 0.0016

TOPIC_45 0.0223 TOPIC_46 0.0198

XML表达、逻辑 XML数据结构挖掘

express 0.0551 structur 0.0609

type 0.0396 mine 0.0457

languag 0.0346 frequent 0.0263

logic 0.0338 xml 0.023

problem 0.0269 text 0.02

class 0.0215 data 0.0191

complex 0.0204 paper, 0.0175

neven,f 0.0122 hunter,a 0.0064

schwentick,t 0.0048 paik,j 0.0048

koch,c 0.0044 dillon,ts 0.0038

libkin,l 0.0041 chen,l 0.0031

lugiez,d 0.0035 chang,e 0.0028

gelade,w 0.0035 muntz,rr 0.0026

link,s 0.0034 hadzic,f 0.0022

TOPIC_47 0.0185 TOPIC_48 0.0213

元数据、数字图书馆 XML文档树结构

resourc 0.0922 tree 0.0634

metadata 0.0834 order 0.0294

implement 0.0413 xml 0.0281

librari 0.0321 consist 0.0243

research 0.0306 form 0.0228

onlin 0.0269 problem 0.0217

describ 0.0263 set 0.0209

surla,d 0.0023 maneth,s 0.0057

delaat,c 0.0015 shoudai,t 0.005

borbinha,j 0.0014 fan,wf 0.0033

ma,zm 0.001 libkin,l 0.0033

tolksdorf,r 0.001 link,s 0.003

qu,ct 0.001 martens,w 0.003

frew,j 0.0009 neven,f 0.0029

TOPIC_49 0.02 TOPIC_50 0.0222

XML语言标准 模式算法、匹配

languag 0.1948 algorithm 0.0784

extens 0.0995 pattern 0.0454

markup 0.0877 match 0.0397

format 0.0826 evalu 0.0389

standard 0.0598 stream 0.0268

exchang 0.0578 effici 0.0254

(xml) 0.025 show 0.0248

taylor,r 0.0029 yu,jx 0.008

gorringe,c 0.0016 chen,yj 0.0076

vitali,f 0.0014 ramanan,p 0.0042

chung,hs 0.0013 srivastava,d 0.0033

chang,tk 0.0013 ling,tw 0.0029

seavey,m 0.0012 bhowmick,ss 0.0027

chiou,yw 0.0011 chen,l 0.0024

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