{"id":125,"date":"2013-08-09T16:49:59","date_gmt":"2013-08-09T16:49:59","guid":{"rendered":"http:\/\/www.sadievrenseker.com\/wp\/wordpress\/?page_id=125"},"modified":"2016-07-10T22:48:24","modified_gmt":"2016-07-10T22:48:24","slug":"books-2","status":"publish","type":"page","link":"https:\/\/sadievrenseker.com\/?page_id=125","title":{"rendered":"Books"},"content":{"rendered":"

Books:
\n\"\" Weka and Data Mining<\/a><\/p>\n

\"\" Introduction to Programming and Data Structures<\/a><\/p>\n

\"is_zekasi_ve_veri_madenciligi_2013_7_3_0\"Business Intelligence and Data Mining
\n<\/a>
\n
\n\"dijital_isletme_2013_7_3_0\"Digital Firm
\n<\/a>
\n<\/a><\/p>\n

Programlama ve Veri Yap\u0131lar\u0131na Giri\u015f JAVA, C, C++ dilleri ile<\/h2>\n

Yazan: \u00deadi Evren \u00deEKER<\/p>\n

ISBN Numaras\u0131: 978-9944-62-782-5<\/p>\n

Bas\u0131m Tarihi: \u00deubat 2009<\/p>\n

Kitaptaki Kaynak Kodlar\u0131 indirmek i\u00e7in t\u0131klay\u0131n\u0131z<\/a>.<\/p>\n

Kitaptan \u00f6rnek sayfalar\u0131 g\u00f6rmek i\u00e7in t\u0131klay\u0131n\u0131<\/a>.<\/p>\n\n\n\n
\u00a0\"\"
\n\"\"<\/td>\n		\n
\n

\u0130\u00e7indekiler<\/h2>\n

1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Giri\u015f ve Kitab\u0131n Kullan\u0131l\u0131\u015f\u013113<\/span><\/p>\n

1.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Kitab\u0131n konulara g\u00f6re b\u00f6l\u00fcm ve alt
\nb\u00f6l\u00fcmlere ayr\u0131l\u0131\u015f\u013113<\/span><\/p>\n

1.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Kitab\u0131n dili ve terminoloji14<\/span><\/p>\n

1.3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Kitaptaki \u00f6rnek ve kodlar\u0131n kullan\u0131lmas\u013115<\/span><\/p>\n

1.4\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Konu sonu al\u0131\u015ft\u0131rmalar\u013116<\/span><\/p>\n

2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Programlamaya giri\u015f. <\/span>19<\/span><\/p>\n

2.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Program nedir?. <\/span>19<\/span><\/p>\n

2.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Bilgisayarda programlar nas\u0131l \u00e7al\u0131\u015f\u0131r?. <\/span>19<\/span><\/p>\n

2.3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde programlamaya giri\u015f. <\/span>24<\/span><\/p>\n

2.4\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde programlamaya giri\u015f. <\/span>30<\/span><\/p>\n

2.5\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde programlamaya giri\u015f. <\/span>35<\/span><\/p>\n

Sorular<\/span>. <\/span>39<\/span><\/p>\n

3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>De\u011fi\u015fkenler (Variables). <\/span>43<\/span><\/p>\n

3.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>De\u011fi\u015fkenler ve Haf\u0131za Y\u00f6netimi43<\/span><\/p>\n

3.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C,C++ ve JAVA Dillerinde ortak de\u011fi\u015fken
\nkullan\u0131m\u013145<\/span><\/p>\n

3.3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde de\u011fi\u015fken kullan\u0131m\u013147<\/span><\/p>\n

3.4\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde de\u011fi\u015fken kullan\u0131m\u013151<\/span><\/p>\n

3.5\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde de\u011fi\u015fken kullan\u0131m\u013153<\/span><\/p>\n

Sorular<\/span>. <\/span>59<\/span><\/p>\n

4\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C, C++ ve JAVA dilleri i\u00e7in yaz\u0131m kurallar\u013163<\/span><\/p>\n

4.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Yorumlar (comments). <\/span>63<\/span><\/p>\n

4.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Talimatlar (Statements). <\/span>63<\/span><\/p>\n

4.3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Bloklar (Blocks). <\/span>64<\/span><\/p>\n

4.4\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde \u00f6rnek kod. <\/span>66<\/span><\/p>\n

4.5\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde \u00f6rnek kod. <\/span>67<\/span><\/p>\n

4.6\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde \u00f6rnek kod. <\/span>69<\/span><\/p>\n

5\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u0130\u015flemler (Operators). <\/span>73<\/span><\/p>\n

5.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde i\u015flem kullan\u0131m\u013177<\/span><\/p>\n

5.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde i\u015flem kullan\u0131m\u013179<\/span><\/p>\n

5.3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde i\u015flem kullan\u0131m\u013181<\/span><\/p>\n

Sorular<\/span>. <\/span>84<\/span><\/p>\n

6\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Ak\u0131\u015f kontrol\u00fc. <\/span>89<\/span><\/p>\n

6.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde ak\u0131\u015f kontrol\u00fc. <\/span>97<\/span><\/p>\n

6.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde ak\u0131\u015f kontrol\u00fc. <\/span>98<\/span><\/p>\n

6.3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde ak\u0131\u015f kontrol\u00fc. <\/span>99<\/span><\/p>\n

Sorular<\/span>. <\/span>101<\/span><\/p>\n

7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>D\u00f6ng\u00fcler. <\/span>107<\/span><\/p>\n

7.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Basit d\u00f6ng\u00fcler. <\/span>107<\/span><\/p>\n

7.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u0130\u00e7 i\u00e7e d\u00f6ng\u00fcler (nested loops). <\/span>110<\/span><\/p>\n

7.3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u00d6rnekler. <\/span>112<\/span><\/p>\n

Sorular<\/span>. <\/span>115<\/span><\/p>\n

8\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Fonksiyonlar. <\/span>119<\/span><\/p>\n

8.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u00d6zyineli fonksiyonlar (Recursive
\nFunctions). <\/span>121<\/span><\/p>\n

8.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde fonksiyonlar. <\/span>125<\/span><\/p>\n

8.3\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde fonksiyonlar. <\/span>127<\/span><\/p>\n

8.4\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde fonksiyonlar. <\/span>128<\/span><\/p>\n

8.5\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u00d6rnekler. <\/span>130<\/span><\/p>\n

Sorular<\/span>. <\/span>135<\/span><\/p>\n

9\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Diziler. <\/span>139<\/span><\/p>\n

9.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u00c7ok boyutlu diziler. <\/span>140<\/span><\/p>\n

9.2\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u00d6rnekler. <\/span>143<\/span><\/p>\n

Sorular<\/span>. <\/span>148<\/span><\/p>\n

10\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>G\u00f6stericiler ve Nesne At\u0131flar\u0131155<\/span><\/p>\n

10.1\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C ve C++ dillerinde g\u00f6sterici155<\/span><\/p>\n

10.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA ve C++ dillerinde nesne atf\u0131159<\/span><\/p>\n

10.3\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>At\u0131f ile \u00e7a\u011f\u0131rma (call by reference). <\/span>159<\/span><\/p>\n

Sorular<\/span>. <\/span>161<\/span><\/p>\n

11\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Nesne y\u00f6nelimli programlama ve olu\u015fum.. <\/span>165<\/span><\/p>\n

11.1\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde Olu\u015fum ve Yap\u0131lar. <\/span>165<\/span><\/p>\n

11.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ ve JAVA dillerinde nesne y\u00f6nelimli
\nprogramlama. <\/span>167<\/span><\/p>\n

12\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Dizgiler (Strings). <\/span>175<\/span><\/p>\n

12.1<\/i>\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Dizgi par\u00e7alama (String Tokenizer)<\/i>. <\/span>178<\/span><\/p>\n

12.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Dizgilerin kopyalanmas\u0131180<\/span><\/p>\n

12.3\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u0130lkel tiplerde dizgi tipine d\u00f6n\u00fc\u015f. <\/span>181<\/span><\/p>\n

Sorular<\/span>. <\/span>184<\/span><\/p>\n

13\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Dosyalama i\u015flemleri189<\/span><\/p>\n

13.1\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde dosyalama. <\/span>189<\/span><\/p>\n

13.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde dosya i\u015flemleri192<\/span><\/p>\n

13.3\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde dosyalama i\u015flemleri193<\/span><\/p>\n

Sorular<\/span>. <\/span>199<\/span><\/p>\n

14\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Veri Yap\u0131lar\u0131 ve ADT. <\/span>207<\/span><\/p>\n

14.1\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde soyut veri yap\u0131lar\u0131210<\/span><\/p>\n

14.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde soyut veri tipleri215<\/span><\/p>\n

14.3\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA Dilinde soyut veri tipi219<\/span><\/p>\n

Sorular<\/span>. <\/span>222<\/span><\/p>\n

15\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Ba\u011fl\u0131 Liste (Linke List). <\/span>225<\/span><\/p>\n

15.1\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde ba\u011fl\u0131 liste. <\/span>225<\/span><\/p>\n

15.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde ba\u011fl\u0131 liste. <\/span>228<\/span><\/p>\n

15.3\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde ba\u011fl\u0131 liste. <\/span>231<\/span><\/p>\n

Sorular<\/span>. <\/span>236<\/span><\/p>\n

16\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Y\u0131\u011f\u0131n (Stack). <\/span>239<\/span><\/p>\n

16.1\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde Ba\u011fl\u0131 Liste ile Y\u0131\u011f\u0131n. <\/span>240<\/span><\/p>\n

16.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dili ile y\u0131\u011f\u0131n kodlanmas\u0131242<\/span><\/p>\n

Sorular<\/span>. <\/span>245<\/span><\/p>\n

17\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>S\u0131ra (Queue). <\/span>249<\/span><\/p>\n

17.1\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde dizi kullan\u0131larak s\u0131ra kodlamas\u0131249<\/span><\/p>\n

17.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C dilinde ba\u011fl\u0131 liste kullanarak s\u0131ra
\nkodlamas\u0131254<\/span><\/p>\n

17.3\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dilinde dizi kullan\u0131larna s\u0131ra kodlamas\u0131259<\/span><\/p>\n

17.4\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>C++ dili ile ba\u011fl\u0131 liste \u00fczerinde s\u0131ra
\nkodlamas\u0131263<\/span><\/p>\n

17.5\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dili ile dizi \u00fczerinde s\u0131ra kodlanmas\u0131269<\/span><\/p>\n

17.6\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>JAVA dilinde ba\u011fl\u0131 liste kullan\u0131larak s\u0131ra
\nkodlamas\u0131273<\/span><\/p>\n

Sorular<\/span>. <\/span>278<\/span><\/p>\n

18\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>Graflar. <\/span>281<\/span><\/p>\n

19\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>A\u011fa\u00e7lar. <\/span>291<\/span><\/p>\n

19.1\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>ikili A\u011fa\u00e7lar. <\/span>293<\/span><\/p>\n

19.2\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u0130kili Arama A\u011fa\u00e7lar\u0131295<\/span><\/p>\n

19.2.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>\u0130kili arama a\u011fac\u0131nda arama i\u015flemi:296<\/span><\/p>\n

19.3\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span>A\u011fa\u00e7 dola\u015fma y\u00f6ntemleri298\"is_zekasi_ve_veri_madenciligi_2013_7_3_0\"<\/a><\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n

<\/a><\/p>\n

\u0130\u015f Zekas\u0131 ve Veri Madencili\u011fi (Business Intelligence and Data Mining)<\/h1>\n

\"kapak<\/a>
\nBu kitap, i\u015f zekas\u0131 ve veri madencili\u011fi konular\u0131na giri\u015f mahiyetindedir. Kitap kapsam\u0131nda temel KDD ak\u0131\u015f\u0131 takip edilmi\u015ftir. Ayr\u0131ca veri \u00f6n i\u015fleme, veri d\u00f6n\u00fc\u015f\u00fcm\u00fc ve veri madencili\u011finde s\u0131k kullan\u0131lan s\u0131n\u0131fland\u0131rma, k\u00fcmeleme, ili\u015fkilendirme ve tahmin y\u00f6ntemleri gibi y\u00f6ntemler a\u00e7\u0131klanm\u0131\u015ft\u0131r. WEKA yaz\u0131l\u0131m\u0131 \u00fczerinden kitapta i\u015flenen teorik konular\u0131n uygulamalar\u0131 da anlat\u0131lm\u0131\u015ft\u0131r….<\/p>\n

Edebiyat; 206 sayfa, 2. hamur , ISBN: 978-605-127-671-7<\/p>\n

1 Giri\u015f ve Kitab\u0131n Kullan\u0131l\u0131\u015f\u0131………………………………………………………11
\n1.1 Kitab\u0131n konulara g\u00f6re b\u00f6l\u00fcm ve
\nalt b\u00f6l\u00fcmlere ayr\u0131l\u0131\u015f\u0131……………………………………………………………13
\n1.2 Kitab\u0131n dili ve terminoloji……………………………………………………….14
\n1.3 Kitaptaki \u00f6rnek ve kodlar\u0131n kullan\u0131lmas\u0131…………………………………..16
\n1.4 Konu sonu al\u0131\u015ft\u0131rmalar\u0131…………………………………………………………16
\n2 Veri Madencili\u011fine Giri\u015f………………………………………………………….19
\n2.1 Veri Nedir? …………………………………………………………………….21
\n2.2 Veri Taban\u0131 Nedir?………………………………………………………………..23
\n2.3 Veri Madencili\u011fi (Data Mining) Nedir?……………………………………..25
\n2.4 \u0130\u015f Zekas\u0131 (Business Intelligence) Nedir?…………………………………..26
\n2.5 \u00d6rnek \u00c7al\u0131\u015fma……………………………………………………………………..29
\n2.6 Sorular …………………………………………………………………….32
\n3 WEKA …………………………………………………………………….33
\n3.1 Weka\u2019n\u0131n Ekranlar\u0131……………………………………………………………….36
\n3.2 Weka Bilgi Ak\u0131\u015f Ekran\u0131 (Knowledge Flow)…………………………………43
\n3.2.1 | 1. Ad\u0131m: Wekan\u0131n \u00c7al\u0131\u015ft\u0131r\u0131lmas\u0131 ve
\nKnowledge Flow Ekran\u0131na Eri\u015fim………………………………..44
\n3.2.2 | 2. Ad\u0131m: ArffLoader bile\u015feni ile bir
\narff dosyas\u0131n\u0131n y\u00fcklenmesi………………………………………46
\n3.2.3 | 3. Ad\u0131m:Y\u00fcklenen veri k\u00fcmesi \u00fczerinden
\nhedef s\u0131n\u0131f\u0131n belirlenmesi……………………………………………50
\n3.2.4. | 4. Ad\u0131m: Veri k\u00fcmesinin test ve e\u011fitim
\n(test and training) k\u00fcmelerine ayr\u0131\u015ft\u0131r\u0131lmas\u0131…………………..53
\n3.2.5. | 5. Ad\u0131m: S\u0131n\u0131fland\u0131r\u0131c\u0131n\u0131n eklenmesi………………………………56
\n3.2.6. | 6. Ad\u0131m: S\u0131n\u0131fland\u0131r\u0131c\u0131n\u0131n sonu\u00e7lar\u0131n\u0131n ve
\nhata miktar\u0131n\u0131n de\u011ferlendirilmesi………………………………..60
\n3.2.7. | 7. Ad\u0131m: Sonu\u00e7lar\u0131n g\u00f6sterilmesi………………………………….60
\n3.3. Sorular …………………………………………………………………….64
\n4 Veri \u00d6n \u0130\u015fleme (Data Pre-Processing)……………………………………..65
\n4.1 Veri \u00d6n \u0130\u015flemesinin Amac\u0131……………………………………………………..67
\n4.2 Veri Neden Kirlenir?……………………………………………………………..68
\n4.3 Veri \u00d6n \u0130\u015flemesinin \u00d6nemi…………………………………………………….69
\n4.4 Veri \u00d6n \u0130\u015fleme Y\u00f6ntemleri……………………………………………………..69
\n4.5 Zan (Imputation) Y\u00f6ntemi………………………………………………………69
\n4.5.1 Liste boyunca silme (listwise deletion)…………………………..71
\n4.5.2 E\u015flerin silinmesi (Pairwise deletion)………………………………72
\n4.5.3 Ortalama Zan (Mean imputation)…………………………………..73
\n4.5.4 \u0130lkelleme Zann\u0131 (Regression Imputation):………………………..75
\n4.5.5 Son G\u00f6zlemin Ta\u015f\u0131nmas\u0131
\n(Last Observation Carried Forward):……………………………..75
\n4.6 Hatal\u0131 Verilerin D\u00fczenlenmesi…………………………………………………77
\n4.6.1 Kutulama (Binning)…………………………………………………….77
\n4.6.2 K\u00fcmeleme (Clustering)………………………………………………..81
\n4.6.3 \u0130lkelleme (Regression)…………………………………………………82
\n4.7 Weka ile Veri \u00d6n \u0130\u015flemesi………………………………………………………87
\n4.8 Weka ile Ayr\u0131k Veri D\u00f6n\u00fc\u015f\u00fcm\u00fc (Discretize)……………………………..100
\n4.9 Weka ile Eksik Verilerin \u00d6n \u0130\u015flenmesi…………………………………….104
\n5 Veri D\u00f6n\u00fc\u015ft\u00fcrme (Data Transformation)………………………………..107
\n5.1 D\u00fczle\u015ftirme (Smoothing)……………………………………………………..110
\n5.1.1 Rassal Y\u00fcr\u00fcme (Random Walk)……………………………………111
\n5.1.2 Hareketli Ortalama (Moving Average)…………………………..111
\n5.1.3 G\u00f6receli G\u00fc\u00e7 Indeksi (Relative Strength Index)………………114
\n5.1.4 Momentum ve De\u011fi\u015fim Oran\u0131 (Rate of Change)……………..115
\n5.1.5 Bollinger Bant\u0131 (Bollinger Bant)……………………………………117
\n5.1.6 \u0130vme (Acceleration) ve Fark (Difference)………………………118
\n5.2 Veri Birle\u015ftirme (Data Aggregation)……………………………………….122
\n5.2.1 H\u0130S ( Hareket \u0130\u015flem Sistemleri, TPS,
\nTransaction Processing Systems)………………………………..122
\n5.2.2 OLTP (\u00c7\u0130H\u0130)………………………………………………………………125
\n5.2.3 OLAP (\u00c7\u0130A\u0130)……………………………………………………………..126
\n5.3 Normalle\u015ftirme (Normalization)…………………………………………….127
\n5.3.1 Asgari \u2013 Azami Normalle\u015ftirmesi
\n(Min-Max Normalisation)……………………………………………128
\n5.3.2 Standart Skor (Standard Score):………………………………….130
\n6 Veri Madencili\u011fi (Data Mining)……………………………………………..133
\n6.1 S\u0131n\u0131fland\u0131rma …………………………………………………………………..138
\n6.2 Destek\u00e7i Vekt\u00f6r Makineleri
\n(Support Vector Machine, SVM)…………………………………………….138
\n6.3 Do\u011frusal Olmayan Destek\u00e7i Vekt\u00f6r Makineleri………………………..142
\n6.4 Naif Bayes (Naive Bayes) S\u0131n\u0131fland\u0131r\u0131c\u0131s\u0131…………………………………150
\n6.5 Karar A\u011fac\u0131 \u00d6\u011frenmesi (Decision Tree Learning)……………………..155
\n6.5.1 Karar a\u011fac\u0131 \u00f6\u011frenme algoritmalar\u0131………………………………157
\n6.5.2 Karar a\u011fac\u0131 \u00f6\u011frenme algoritmalar\u0131n\u0131n avantajlar\u0131…………..158
\n6.5.3 Y\u00f6ntemin K\u0131s\u0131tlar\u0131……………………………………………………..160
\n6.6 K- En Yak\u0131n Kom\u015fu (K-Nearest Neighborhood, KNN)…………………161
\n6.7 K\u00fcmeleme (Clustering)………………………………………………………..165
\n6.7.1 K-Ortalama K\u00fcmelemesi (K-means Clustering)………………165
\n6.8 Hata Oranlar\u0131 (Error Rates)…………………………………………………..169
\n6.8.1 Kare Ortalamalar\u0131n\u0131n Karek\u00f6k\u00fc
\n(Root Mean Square Error)…………………………………………..169
\n6.8.2 Tip 1 ve Tip 2 Hata Oranlar\u0131………………………………………..170
\n6.8.3 F \u00d6l\u00e7\u00fcm\u00fc (F-Measure)………………………………………………173
\n7 WEKA ile Veri Madencili\u011fi…………………………………………………….175
\n7.1 WEKA ile SVM …………………………………………………………………..177
\n7.2 Weka \u0130le Yapay Sinir A\u011flar\u0131 (Artificial Neural Networks)……………..187
\nEK 1 WEKA\u2019n\u0131n Kurulmas\u0131………………………………………………………….197
\nEK 2 WEKA \u00fczerinde yaz\u0131l\u0131m geli\u015ftirilmesi…………………………………….203
\nBasit bir WEKA kodu…………………………………………………………………203<\/p>\n

<\/a><\/p>\n

Dijital \u0130\u015fletme (Digital Firm)<\/h1>\n

\"kapak<\/a>
\n\u0130brahim Aksel, Mehmet L\u00fctfi Arslan, Cevdet K\u0131z\u0131l, Mehmet Emin Okur, \u015eadi Evren \u015eeker<\/p>\n

G\u00fcn\u00fcm\u00fczde bilgi teknolojileri her alanda oldu\u011fu gibi s\u00fcrekli geli\u015fen ve de\u011fi\u015fen do\u011fas\u0131 ile i\u015fletmecilik alan\u0131n\u0131 da d\u00f6n\u00fc\u015f\u00fcme y\u00f6neltmektedir. S\u0131n\u0131rlar\u0131n ortadan kalkmas\u0131 ile belirginle\u015fen a\u011f\u0131r ve y\u0131k\u0131c\u0131 bir rekabet ortam\u0131nda klasik i\u015fletme i\u015flevleri, \u00f6rg\u00fct yap\u0131lar\u0131 ve y\u00f6netim teknikleri yetersiz kalmaktad\u0131r. Bu da yeni bir i\u015fletmecilik yakla\u015f\u0131m\u0131n\u0131n ortaya \u00e7\u0131kmas\u0131n\u0131 zorunlu k\u0131lmaktad\u0131r. Bilginin temel de\u011fer oldu\u011fu yeni ekonomik d\u00fczen i\u00e7erisinde ortaya \u00e7\u0131kan yeni i\u015fletmecilik sadece bili\u015fim sekt\u00f6r\u00fcn\u00fcn katk\u0131lar\u0131 ile ortaya \u00e7\u0131km\u0131\u015f bir t\u00fcr modernizasyondan daha \u00f6te i\u015fin kendisi, insan ili\u015fkileri, i\u015f g\u00f6rme bi\u00e7imleri ve yakla\u015f\u0131m\u0131na dair k\u00f6kl\u00fc bir paradigma de\u011fi\u015fimi anlam\u0131na gelmektedir.<\/p>\n

Konular\u0131nda de\u011fi\u015fim ve geli\u015fmeye a\u00e7\u0131k, yenili\u011fin tehditlerini alg\u0131lay\u0131p, f\u0131rsatlar\u0131n\u0131 \u00f6ne \u00e7\u0131kartacak, yeni bir bak\u0131\u015f sa\u011flama hedefi ile, bili\u015fim ve y\u00f6netim alanlar\u0131nda uzmanl\u0131k sahibi be\u015f akademisyen taraf\u0131ndan kaleme al\u0131nm\u0131\u015f, \u2018Dijital \u0130\u015fletme\u2019 bili\u015fim teknolojileri ile yeni bir i\u00e7erik kazanmaya ba\u015flayan i\u015fletmecilik ve yeni i\u015fletmeleri anlama noktas\u0131nda temel birba\u015flang\u0131\u00e7 kitab\u0131d\u0131r…
\n…<\/p>\n

213 sayfa, 2. hamur , ISBN: 978-605-127-675-5
\n\u0130\u00e7indekiler
\nDijital \u0130\u015fletme: Tan\u0131m ve \u0130\u00e7erik
\n1. Bilgi ve Yeni Ekonomi………………………………………..17
\n2. Bili\u015fim Teknolojileri ve \u0130\u015fletmeler……………………….25
\n2.1. \u0130nternet…………………………………………………………28
\n2.2. \u0130ntranet…………………………………………………………36
\n2.3. Extranet………………………………………………………..37
\n2.4. Yerel Alan A\u011flar\u0131 (LAN)……………………………………38
\n2.5. Geni\u015f Alan A\u011flar\u0131 (WAN)………………………………….38
\n2.6. Elektronik Veri De\u011fi\u015fimi…………………………………..39
\n2.7. Elektronik Ticaret……………………………………………39
\n2.8. Bulut Bili\u015fim Sistemleri……………………………………40
\n2.9. Mobil Uygulamalar ve SMS……………………………..41
\n3. Dijital \u0130\u015fletme…………………………………………………….43
\n3.1. Dijital \u0130\u015fletmenin Yap\u0131s\u0131…………………………………..45
\n3.1.1. Kurumsal Kaynak Planlamas\u0131…………………………47
\n3.1.2. M\u00fc\u015fteri \u0130li\u015fkileri Y\u00f6netimi……………………………….52
\n3.1.3. Operasyon Y\u00f6netim Sistemi………………………….53
\n3.1.4. Tedarik Zinciri Y\u00f6netimi…………………………………53
\n3.1.5. \u0130nsan Kaynaklar\u0131 Bilgi Sistemleri……………………..53
\n3.2. Dijital \u0130\u015fletmelerde \u0130\u015f S\u00fcre\u00e7leri…………………………54
\n3.3. Dijital \u0130\u015fletmenin Stratejisi ………………………………56
\n3.4. Yasal D\u00fczenlemeler………………………………………..60
\n3.5. Dijital \u0130\u015fletmenin G\u00fcvenli\u011fi………………………………63
\nKaynaklar\u0131n\u0131n Sak\u0131ncalar\u0131…………78
\n2. Dijital \u0130nsan Kaynaklar\u0131 Y\u00f6netimi \u0130\u015flevleri……………81
\n2.1. Dijital \u0130nsan Kaynaklar\u0131 Planlama ……………………..82
\n2.2. Dijital \u0130\u015fe Al\u0131m ……………………………………………….85
\n2.2.1. \u0130nsan Kayna\u011f\u0131 Se\u00e7iminde
\nDijital Teknolojilerin Avantajlar\u0131………………………………….87
\n2.2.2. \u0130nsan Kayna\u011f\u0131 Se\u00e7iminde
\nDijital Teknolojilerin Dezavantajlar\u0131…………………………….89
\n2.3. Dijital Performans Y\u00f6netimi ……………………………….90
\n2.4. Dijital \u00dccretleme ………………………………………………91
\n2.5. Dijital \u0130\u015f De\u011ferleme …………………………………………..94
\n2.6. Dijital \u00d6\u011frenme…………………………………………………95
\n2.7. Dijital End\u00fcstri \u0130li\u015fkileri ………………………………………98
\n2.8. Dijital \u0130\u015f\u00e7i Sa\u011fl\u0131\u011f\u0131 ve \u0130\u015f G\u00fcvenli\u011fi…………………………99
\nB\u00f6l\u00fcm 3
\nDijital \u00dcretim Y\u00f6netimi
\n1. \u00dcretim Ya da Operasyonun De\u011fi\u015fen Do\u011fas\u0131……..105
\n2. \u00dcretim Y\u00f6netimi Bilgi Sistemleri……………………….111
\n2.1. ERP……………………………………………………………112
\n2.2. MRP……………………………………………………………113
\n2.3. MRP II…………………………………………………………118
\n2.3.1 MRP II Yakla\u015f\u0131m\u0131………………………………………..121
\n2.3.2 MRPII\u2019nin Avantaj \/ Dezavantajlar\u0131…………………..123
\n2.4. Ana \u00dcretim Planlamas\u0131………………………………….124
\nB\u00f6l\u00fcm 5
\nDijital Muhasebe Y\u00f6netimi
\n1. Dijital Muhasebe Bilgi Sistemi…………………………..133
\n2. Dijital Muhasebe Sisteminin Tasarlanmas\u0131………..137
\n3. Dijital Muhasebe Y\u00f6netiminin \u00d6nemi………………..143
\n4. Dijital Muhasebe Y\u00f6netiminin Avantajlar\u0131………….147
\nB\u00f6l\u00fcm 6
\nDijital Pazarlama
\n1. Pazarlama Kavram\u0131………………………………………….153
\n2. Pazarlaman\u0131n Faydalar\u0131…………………………………….157
\n3. Pazarlama Anlay\u0131\u015f\u0131ndaki Geli\u015fmeler…………………159
\n4. Pazarlama Karmas\u0131………………………………………….163
\n5. Pazarlama Karmas\u0131ndaki Geli\u015fmeler………………..169
\n6. Pazar T\u00fcrleri…………………………………………………….173
\n7. Pazar B\u00f6l\u00fcmlendirme……………………………………….175
\n8. Pazarlama Ara\u015ft\u0131rmas\u0131……………………………………..179
\n9. Dijital Pazarlama………………………………………………183
\n\u00d6rnek Olay………………………………………………………….188
\nSonu\u00e7 Yerine……………………………………………………….195
\nKaynak\u00e7a…………………………………………………………….208<\/p>\n

<\/a>
\n\u0130\u00c7\u0130NDEK\u0130LER<\/p>\n

\u00d6ns\u00f6z
\nS\u0131n\u0131fland\u0131rma
\nG\u00f6zetimli ve G\u00f6zetimsiz \u00d6\u011frenme(Supervised and unsupervised learning)
\nS\u0131n\u0131fland\u0131rma
\nSay\u0131sal tahmin(numeric prediction)
\nKural Tabanl\u0131 S\u0131n\u0131fland\u0131rmaY\u00f6ntemi
\nWeka-1 Giri\u015f ve Ekranlar\u0131 Tan\u0131ma
\n\tExplorer
\n\tExprerimenter
\n\tKnowledgeFlow
\n\tCommand Line Interface(CLI)
\nWeka-2 ARFF Dosya Tipi ve Temel Filtreleme
\n\tARFF\u2019deki Temel Tan\u0131mlar
\n\tCSV-ARFF Dosya D\u00f6n\u00fc\u015f\u00fcm\u00fc
\n\tBilinmeyen De\u011ferlerin ARFF\u2019de Tan\u0131mlanmas\u0131
\n\tSparceMatrix ve ARFF Dosya T\u00fcr\u00fc
\n\tWeka\u2019da Temel Filtreleme
\nWeka-3 ZeroR Algoritmas\u0131
\nWeka-4 OneR Algoritmas\u0131
\nNa\u00efve Bayes Algoritmas\u0131
\n\tLaplace D\u00fczeltmesi
\nNa\u00efve Bayes S\u0131n\u0131fland\u0131rmas\u0131n\u0131n Temel \u00d6zellikleri
\nWeka-5 Na\u00efve Bayes Algoritmas\u0131
\nKarar A\u011fa\u00e7lar\u0131
\n\t\u00d6zellik Se\u00e7me Kriteri:Bilgi Kazanc\u0131
\n\tBilgi Oran\u0131
\n\tA\u015f\u0131r\u0131 \u00d6\u011frenme
\n\tBudama
\n\t\t\u00d6n Budama
\n\t\tSon Budama
\nWeka-6 Karar A\u011fa\u00e7lar\u0131
\nModel Se\u00e7imi
\n\tDuyarl\u0131l\u0131k ve \u00d6zg\u00fcll\u00fck De\u011ferleri
\n\tDe\u011ferlerin \u00d6l\u00e7\u00fclmesi
\n\t\tY\u00fczdesel B\u00f6lmek
\n\t\tCross Validation
\n\t\tBoostrap
\n\t\tG\u00fcven Aral\u0131\u011f\u0131
\n\tMaliyet Kazanc\u0131 Analizi ve ROC
\n\tBir Modelin Se\u00e7ilmesi i\u00e7in Gereken Kriterler
\nBirlikte \u00c7al\u0131\u015fma
\n\tBagging
\n\tBoosting
\n\tEnsemble
\nWeka-7 Do\u011frusal Ayr\u0131mc\u0131l\u0131k Analizi
\n\tDo\u011frusal Ayr\u0131mc\u0131l\u0131k Analizi
\n\tWeka\u2019ya Paket Ekleme
\n\tKovaryans Matrisi Nas\u0131l Hesaplan\u0131r?
\nKorelasyon Algoritmalar\u0131
\nKendall\u2019\u0131n Tau \u00c7arpan\u0131
\nSpearsman\u2019\u0131n Derece Korelasyon Katsay\u0131s\u0131
\nPearson\u2019\u0131n \u00c7arp\u0131m-Moment Korelasyon Katsay\u0131s\u0131
\nGoodman Kruskal \u00c7arpan\u0131
\nWeka-8 Do\u011frusal Regresyon
\n\tDo\u011frusal Regresyon Modeli
\n\t\tMean Absolute Error
\n\t\tRoot Mean Square Error
\n\t\tRelative Absolute Error
\n\t\tRoot Relative Squared Error
\n\tNon-Linear Regression Model
\nWeka-9 Regresyon ile Tahmin
\nWeka-10 Lojistik Regresyon
\nWeka-11 KNN Algoritmas\u0131
\nWeka-12 Yapay Sinir A\u011flar\u0131
\n\tVoted Perceptron
\n\tMulti Layer Perceptron
\nWeka-13 Destek\u00e7i Vekt\u00f6r Makineleri
\n\t\u00c7ekirdek Fonksiyonlar\u0131n\u0131n \u0130\u015flevi
\nWeka-14 B\u00f6l\u00fctleme-K\u00fcmeleme Y\u00f6ntemleri
\nB\u00f6l\u00fctleme-K\u00fcmeleme Tipleri
\n\t\tDisjoint
\n\t\tOverlapping
\n\t\tProbabilistic
\n\t\tHierarchical
\n\tB\u00f6l\u00fctleme-K\u00fcmeleme Algoritmalar\u0131
\n\t\tK-Means
\n\t\tX-Means
\n\tExpectation Maximization
\nWeka-15 B\u00f6l\u00fctleme-K\u00fcmeleme Y\u00f6ntemleri-2
\n\tHiyerar\u015fik K\u00fcmeleme
\n\t\tAgglomerative Y\u00f6ntem
\n\t\tDivisive Y\u00f6ntem
\n\tSelf Organizing Maps(Kohenen\u2019s SOM)
\n\tMesafe Hesaplamalar\u0131
\n\t\tEuclid
\n\t\tManhattan
\n\t\tChebyshev
\n\t\tMinkowski
\nWeka-16 Birliktelik Kural \u00c7\u0131kar\u0131m\u0131
\n\tApriori Algoritmas\u0131
\n \t\tKapsam
\n\t\tTam \u0130timat
\n\t\tM\u00fc\u015fterek Kuvvet
\n\t\tKanaat
\n\t\tLeverage
\nWeka-17 PCA-Principal Component Analysis
\nWeka-18 Knowledge Flow
\nWeka-19 Simple CLI
\nWeka-20 Weka K\u00fct\u00fcphaneleri ve Java Kodlar\u0131
\nWeka-21 Weka ile Basit Metin Madencili\u011fi<\/p>\n","protected":false},"excerpt":{"rendered":"

Books: Weka and Data Mining Introduction to Programming and Data Structures Business Intelligence and Data Mining Digital Firm Programlama ve Veri Yap\u0131lar\u0131na Giri\u015f JAVA, C, C++ dilleri ile Yazan: \u00deadi Evren \u00deEKER ISBN Numaras\u0131: 978-9944-62-782-5 Bas\u0131m Tarihi: \u00deubat 2009 Kitaptaki Kaynak Kodlar\u0131 indirmek i\u00e7in t\u0131klay\u0131n\u0131z. Kitaptan \u00f6rnek sayfalar\u0131 g\u00f6rmek i\u00e7in t\u0131klay\u0131n\u0131. \u00a0 \u0130\u00e7indekiler 1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Giri\u015f ve Kitab\u0131n Kullan\u0131l\u0131\u015f\u013113 1.1\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Kitab\u0131n … Continue Reading →<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-125","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/pages\/125","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=125"}],"version-history":[{"count":3,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/pages\/125\/revisions"}],"predecessor-version":[{"id":629,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/pages\/125\/revisions\/629"}],"wp:attachment":[{"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=125"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}