CSE 618 - Data Mining
|Lecture Slides and Notes|
|Week 1||- Introduction - Ch 1 (ppt)|
|Week 2||- Getting to Know Your Data - Ch 2 (ppt)|
|Week 3||- Data Preprocessing - Ch 3 (ppt)|
- Data Warehousing and
On-line Analytical Processing - Ch 4 (ppt)
- Data Cube Technology - Skipped - Ch 5 (ppt)
- Mining Frequent Patterns, Association and
Correlations: Basic Concepts and
Methods - Ch 6 (ppt)
- Advanced Pattern Mining - Skipped - Ch 7 (ppt)
- Classification and Prediction : Introduction - Ch 8 (ppt)
- Classification : Decision Tree Induction - Ch 8 (ppt)
- Classification : Bayesian Classification - Ch8 (ppt)
- Classification: SVM (Support Vector Machines) (ppt)
- Classification: Other Classification Methods Ch 8 (ppt)
- Classification: Neural Networks (NN) History - Ch8 (ppt)
- Classification: NN and backpropagation - Ch8 (ppt)
- Classification: Types of NN (ppt)
- Classfication: Deep Learning (ppt1, ppt2)
- Prediction - Ch 8 (ppt)
- Classification Accuracy - Ch 8 (ppt)
- Clustering : Introduction - Ch 10 (ppt)
- Clustering: Partitioning Methods - Ch 10 (ppt)
- Clustering: Hierarchical Methods - Ch 10 (ppt)
- Clustering: Advanced Methods - Skipped- Ch 11 (ppt)
- SIB534 Notlar (HTM)
 H. Liu, F. Hussain, C. L. Tan, and M. Dash. Discretization: An enabling technique. DMKD, 2002, 6(4): 393-423.
 Manish Gupta, Jing Gao, Yizhou Sun, and Jiawei Han, "Community Trend Outlier Detection Using Soft Temporal Pattern Mining", Proc. of 2012 European Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD'12), Bristol, UK, Sept. 2012.
 Xindong Wu, Xingquan Zhu, Gong-Qing Wu and Wei Ding, "Data mining with big data," in IEEE Transactions on Knowledge and Data Engineering, vol. 26, no. 1, pp. 97-107, Jan. 2014. doi: 10.1109/TKDE.2013.109
 S. Pan and Q. Yang, "A Survey on Transfer Learning," in IEEE Transactions on Knowledge and Data Engineering, vol. 22, no. 10, pp. 1345-1359, Oct. 2010. doi: 10.1109/TKDE.2009.191
[5 ]V. S. Tseng, Cheng-Wei Wu, P. Fournier-Viger and P. S. Yu, "Efficient Algorithms for Mining Top-K High Utility Itemsets," in IEEE Transactions on Knowledge and Data Engineering, vol. 28, no. 1, pp. 54-67, Jan. 1 2016.
 U. Mori, A. Mendiburu and J. A. Lozano, "Similarity Measure Selection for Clustering Time Series Databases," in IEEE Transactions on Knowledge and Data Engineering, vol. 28, no. 1, pp. 181-195, Jan. 1 2016.
 Jing Wang et al., "Online Feature Selection with Group Structure Analysis," in IEEE Transactions on Knowledge and Data Engineering, vol. 27, no. 11, pp. 3029-3041, Nov. 1 2015.
 D. Tang, F. Wei, B. Qin, N. Yang, T. Liu and M. Zhou, "Sentiment Embeddings with Applications to Sentiment Analysis," in IEEE Transactions on Knowledge and Data Engineering, vol. 28, no. 2, pp. 496-509, Feb. 1 2016.
 Y. Ren, L. Zhang and P. N. Suganthan, "Ensemble Classification and Regression-Recent Developments, Applications and Future Directions [Review Article]," in IEEE Computational Intelligence Magazine, vol. 11, no. 1, pp. 41-53, Feb. 2016.
Data Mining Resources:
- İTU BİL606 ( http://ninova.itu.edu.tr/tr/dersler/bilisim-enstitusu/195/bbl-606/ekkaynaklar?g8396 )
- Veri Madenciliği ( http://ceng.gazi.edu.tr/~ozdemir/teaching/dm/ )
Supplementary Readings from JHan (HTML)
Resources, Homeworks & Projects