Publication

Journals (pdf files are available on ResearchGate):

  • Murtadha Ramadhan, M, Sukaesih Sitanggang, I and Puji Anzani, L. (2017). Classification Model for Hotspot Sequences as Indicator for Peatland Fires using Data Mining Approach. MATTER: International Journal of Science and Technology, 3(2), 588-597.
  • Imas Sukaesih Sitanggang, Mohamad Bentar Cahyadahrena and Shofyan. Data mining approach for outlier detection on hotspot data as forest and land fire indicator: A case study in Riau Province Indonesia. ARPN Journal of Engineering and Applied Sciences. Vol. 12, No. 13, July 2017.
  • Heti Mulyani, Taufik Djatna, Imas Sukaesih Sitanggang. 2017. Agent Based Modeling on Dynamic Spreading Dengue Fever Epidemic. TELKOMNIKA (Telecommunication Computing Electronics and Control). Vol 15 No 3.
  • Deden Sumirat Hidayat, Imas Sukaesih Sitanggang, Gono Semiadi. 2017. Decision Support System for Bats Identification using Random Forest and C5. 0. TELKOMNIKA (Telecommunication Computing Electronics and Control). Vol 15 No 3.
  • Sitanggang, I. S., Putri, L. U. I., Khotimah, H. and Syaufina, L. 2017. Sequential Pattern Analysis of Hotspots based on Peatland Characteristic in Sumatra and Kalimantan. International Journal of Geoinformatics Vol 13 No. 2, June 2017
  • Suci Sri Utami Sutjipto, Imas Sukaesih Sitanggang, Baba Barus. 2017. Potential Usage Estimation of Ground Water using Spatial Association Rule Mining. TELKOMNIKA Telecommunication, Computing, Electronics and Control. 15(1): 504-511.
  • Lusi Maulina Erman, Imas Sukaesih Sitanggang. 2016. Clustering Undergraduate Computer Science Student Final Project Based on Frequent Itemset. International Journal of Information Technology and Computer Science (IJITCS). 8(11): 1-7.
  • Prima Trie Wijaya, Imas Sukaesih Sitanggang, Lailan Syaufina. 2016. Density Based Clustering of Hotspots in Peatland with Road and River as Physical Obstacles. Indonesian Journal of Electrical Engineering and Computer Science. 3(3): 714-720
  • Sitanggang I.S, Fatayati E. 2016. Mining Sequence Pattern on Hotspot Data to Identify Fire Spot in Peatland. International Journal of Computing & Information Sciences. 12(1): 143 – 147
  • Thariqa P, Sitanggang I.S, Syaufina L. 2016. Comparative Analysis of Spatial Decision Tree Algorithms for Burned Area of Peatland in Rokan Hilir Riau. TELKOMNIKA (Telecommunication Computing Electronics and Control). 14(2): 684-691.
  • Khaira U, Sitanggang I.S, Syaufina L. 2016. Detection and Prediction of Peatland Cover Changes using Support Vector Machine and Markov Chain Model. TELKOMNIKA (Telecommunication Computing Electronics and Control). 14(1): 294-301.
  • DJ Ratnaningsih, IS Sitanggang.  2016. Comparative analysis of classification methods in determining non-active student characteristics in Indonesia Open University.  Journal of Applied Statistics. Volume 43, Issue 1. Page 87-97.
  • Muhammad Arif Saifudin, Bib Paruhum Silalahi and Imas Sukaesih Sitanggang. 2015. Star  Catalog Generation for Satellite Attitude Navigation Using Density Based Clustering. Journal of Computer Science.   Volume 11, Issue 12, Pages 1082-1089.
  • Kirana A.P, Sitanggang I.S, Syaufina L.2015. Poisson Clustering Process on Hotspot in Peatland Area using Kulldorff’s Scan Statistics Method. TELKOMNIKA (Telecommunication Computing Electronics and Control). 13(4): 1376-1383.
  • Sitanggang I.S, R. Yaakob, N. Mustapha and A.N. Ainuddin, 2015. Burn Area Processing to Generate False Alarm Data for Hotspot Prediction Models. TELKOMNIKA (Telecommunication Computing Electronics and Control).  13(3): 1037-1046
  • Sitanggang I.S, R. Yaakob, N. Mustapha and Ainuddin A. N.  2014. A Decision Tree Based on Spatial Relationships for Predicting Hotspots in Peatlands. TELKOMNIKA (Telecommunication Computing Electronics and Control), 12(2): 511-518.
  • Buono A, I. S. Sitanggang, Mushthofa and A. Kustiyo. 2014. A Time-Delay Cascading Neural Network Architecture for Modeling Time-Dependent Predictor in Onset Prediction. Journal of Computer Science, 10 (6): 976-984. Science Publications.
  • I. S. Sitanggang, 2013. Spatial Multidimensional Association Rules Mining in Forest Fire Data. Journal of Data Analysis and Information Processing, 1(4): 90-96. Scientific Research.
  • Sitanggang I.S, R. Yaakob, N. Mustapha and A.N. Ainuddin, 2013. Classification Model for Hotspot Occurrences using Spatial Decision Tree Algorithm. Journal of Computer Science, 9 (2): 244-251. Science Publications.
  • I.S. Sitanggang, R. Yaakob, N. Mustapha and A.N. Ainuddin, 2013. Predictive Models for Hotspots Occurrence using Decision Tree Algorithms and Logistic Regression. Journal of Applied Sciences, 13(2). DOI: 10.3923/jas.2013.252.261.
  • Sitanggang, I.S., R. Yaakob, N. Mustapha, A.N. Ainuddin, 2012. Application of classification algorithms in data mining for hotspots occurrence prediction in Riau Province Indonesia.  Journal of Theoretical and Applied Information Technology, 43(2): 214-221. ISSN: 1992-8645, E-ISSN: 1817-3195.
  • Sitanggang, I. S. and Ismail, M. H. Classification model for hotspot occurrences using a decision tree method. Journal of Geomatics, Natural Hazards and Risk, 2011, 2: 2, 111 — 121.
  • Ismail M. H. and I. S. Sitanggang.  Empowering GIS Education Program: Is GIS as a Science, Art or Tool?. Journal of GIS Trends, 2010 1(1):1-7.
  • F. Romansyah, I. S. Sitanggang and S. Nurdiati.  Fuzzy Decision Tree dengan Algoritme ID3 pada Data Diabetes. Internetworking Indonesia Journal.  Vol. 1, No. 2 (2009): Special Issue on Data Mining, 2009 (In Bahasa).
  • S. Hartati, I. S. Sitanggang.  A Fuzzy Based Decision Support System for Evaluating Land Suitability and Selecting Crops.  Journal of Computer Science 6 (4):417-424, 2010.  ISSN 1549-3636.  Science Publications.

Book Chapter:

  • Hoang Ha Anh, Carmelita M Rebancos, Rico C Ancog, Decibel V Faustino-Eslava, Imas Sukaesih Sitanggang, Razali Yaakob, Norwati Mustapha, AN Ainuddin, Bounxou Xayxana, Josefina T Dizon, Eriberto D Salang, Reynaldo A Comia, Thomas L Cardente II, Teodoro R Villanueva, Myrna G Carandang, Leonardo M Florece, Nelson M Pampolina, Quyen Dinh Ha, Josefina T Dizon, Agnes C Rola, Maria Ana T Quimbo, Lynlei L Pintorand. 2017. Discovering New Roads to Development Volume 4: Climate Change Adaptation, Mitigation, and Resilience.  Discovering New Roads to Development, Volume: 4, Southeast Asian Regional Center for Graduate Study and Research in Agriculture (SEARCA).

International Conferences (pdf files are available on ResearchGate):

  • Muhammad Murtadha Ramadhan, Imas Sukaesih Sitanggang, Fahrendi Rizky Nasution, Abdullah Ghifari. 2017. Parameter Tuning in Random Forest Based on Grid Search Method for Gender Classification Based on Voice Frequency.  A paper presented in International Conference on Computer, Electronics and Communication Engineering (CECE 2017), Sanya, China,  June 25-26, 2017, DEStech Transactions on Computer Science and Engineering.  Pp. 625-629
  • P.Silalahi, R. Laila, and I.S. Sitanggang. 2017. A combination method for solving nonlinear equations, IOP Conf. Series: Materials Science and Engineering 166(2017)012011, pp. 1-5.
  • Febriana L, Sitanggang I.S. 2017. Outlier Detection on Hotspot Data in Riau Province using OPTICS Algorithm. A paper presented in The 3rd International Seminar on Sciences, 3rd November 2016, IPB International Convention Center, Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science 58(2017) 012004, pp. 1-7.
  • Putri D., Sitanggang I.S. 2017. Clustering Module  in  OLAP  for  Horticultural  Crops  using SpagoBI. A paper presented in The 3rd International Seminar on Sciences, 3rd November 2016, IPB International Convention Center, Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science 58(2017) 012001, pp. 1-7.
  • Khairat H, Sitanggang I.S, Nuryanto E. 2017. Clustering Haze  Trajectory  of  Peatland  Fires  in  Riau Province using K-Means Algorithm. A paper presented in The 3rd International Seminar on Sciences, 3rd November 2016, IPB International Convention Center, Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science 58(2017) 012059. pp. 1-6.
  • Putri A.I, Sitanggang I.S. 2017. Data  Cubes  Integration  in  Spatial  OLAP  for  Agricultural Commodities. A paper presented in The 3rd International Seminar on Sciences, 3rd November 2016, IPB International Convention Center, Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science 58(2017) 012034, pp. 1-8.
  • M Ni’am, I S Sitanggang and D E Nuryanto. 2017. Clustering of CO and CO2 concentration from Sumatra peat fire haze using HYSPLIT and Kmeans algorithm. A paper presented in The 3rd International Symposium on LAPAN – IPB SATELLITE (LISAT), 25-26 October 2016, IPB International Convention Centre, Bogor, Indonesia.  IOP Conf. Series: Earth and Environmental Science 54(2017)012054. pp: 1-8.
  • A Primajaya, I S Sitanggang, L Syaufi 2017. Visualization of spatial decision tree for predicting hotspot occurrence in land and forest in Rokan Hilir District Riau. A paper presented in The 3rd International Symposium on LAPAN – IPB SATELLITE (LISAT), 25-26 October 2016, IPB International Convention Centre, Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science 54(2017)012055. pp: 1-8.
  • G Abriantini, I S Sitanggang and R Trisminingsih. 2017. Hotspot sequential pattern visualization in peatland of Sumatera and Kalimantan using shiny framework. A paper presented in The 3rd International Symposium on LAPAN – IPB SATELLITE (LISAT), 25-26 October 2016, IPB International Convention Centre, Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science 54(2017)012057. pp: 1-7.
  • Sitanggang IS., Rakhmadianti M, Khotimah H. 2016. Association Patterns of Hotspot Sequence with  Socio-economic Aspects in Peatland in Sumatra.  A paper presented in The 2016 International Conference on Computer, Control, Informatics and its Applications (IC3INA 2016), 3-5 Oktober 2016, Jakarta, Indonesia.
  • Pha Hy Thah, Imas Sukaesih Sitanggang. Contextual outlier detection on hotspot data in Riau Province using k-means algorithm. A paper published in the Proceedings of the 2nd International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring 2015. Procedia  Environmental  Sciences  33 (2016):258 –268.
  • Rachma Hermawati, Imas Sukaesih Sitanggang. Web-Based clustering application using Shiny framework and DBSCAN algorithm for hotspots data in peatland in Sumatra. A paper published in the Proceedings of the 2nd International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring 2015. Procedia  Environmental  Sciences  33 (2016): 317 – 323.
  • Lailan Syaufina, Imas Sukaesih Sitanggang, Lusi Maulana Erman. Challenges in satellite-based research on forest and land fires in Indonesia: frequent item set approach. A paper published in the Proceedings of the 2nd International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring 2015. Procedia  Environmental  Sciences  33 (2016): 324 –331.
  • Gita Puspita Siknun, Imas Sukaesih Sitanggang. Web-based classification application for forest fire data using the shiny framework and the C5.0 algorithm. A paper published in the Proceedings of the 2nd International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring 2015. Procedia  Environmental  Sciences  33 (2016): 332 – 339.
  • Annisa Puspa Kirana, Imas Sukaesih Sitanggang, Lailan Syaufina. Hotspot pattern distribution in peat land area in Sumatera based on spatio temporal clustering. A paper published in the Proceedings of the 2nd International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring 2015. Procedia  Environmental  Sciences  33 (2016): 635 – 645.
  • Agisha Mutiara Yoga Asmarani Suci and Imas Sukaesih Sitanggang. 2016. Web-Based Application for Outliers Detection on Hotspot Data Using K-Means Algorithm and Shiny Framework. IOP Conference Series: Earth and Environmental Science, Volume 31, Number 1. pp. 1-8
  • Nadia Rahmah and Imas Sukaesih Sitanggang. 2016. Determination of Optimal Epsilon (Eps) Value on DBSCAN Algorithm to Clustering Data on Peatland Hotspots in Sumatra. IOP Conference Series: Earth and Environmental Science, Volume 31, Number 1. pp. 1-6
  • Pristi Sukmasetya and Imas S. Sitanggang. Outlier Detection on Hotspots Data in Riau Province using DBSCAN Algorithm. IOP Conference Series: Earth and Environmental Science, Volume 31, Number 1. pp. 1-4
  • N. Z. Nurulhaq and I. S. Sitanggang, “Sequential Pattern Mining on hotspot data in Riau province using the PrefixSpan algorithm,” 2015 3rd International Conference on Adaptive and Intelligent Agroindustry (ICAIA), Bogor, Indonesia, 2015, pp. 257-260.
    doi: 10.1109/ICAIA.2015.7506517.
  • T. Agustina and I. S. Sitanggang, “Sequential Patterns for hotspot occurrences based weather datausing Clospan algorithm,” 2015 3rd International Conference on Adaptive and Intelligent Agroindustry (ICAIA), Bogor, Indonesia, 2015, pp. 245-249.
    doi: 10.1109/ICAIA.2015.7506514
  • N. Arincy and I. S. Sitanggang, “Association rules mining on forest fires data using FP-Growth and ECLAT algorithm,” 2015 3rd International Conference on Adaptive and Intelligent Agroindustry (ICAIA), Bogor, Indonesia, 2015, pp. 274-277.
    doi: 10.1109/ICAIA.2015.7506520
  • Imas Sukaesih Sitanggang, Dhiya Aulia Muhamad Baehaki.  Global and Collective Outliers Detection on Hotspot Data as Forest Fires Indicator in Riau Province, Indonesia A paper published in the Proceedings 2015 Second IEEE International Conference on Spatial Data Mining and Geographical Knowledge Services (ICSDM 2015), July 8-10, 2015 Fuzhou, China, IEEE Catalog Number:  CFP1584K-ART, ISBN: 978-1- 4799-7749-9.
  • Indry Dessy Nurpratami, Imas Sukaesih Sitanggang. Classification rules for hotspot occurrences using spatial entropy based decision tree algorithm. A paper published in the Proceedings of the 1st International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring. Procedia  Environmental  Sciences  24 (2015): 120–126.
  • Khairil Amri, Imas Sukaesih Sitanggang. A Geographic Information System for hotspot occurrences classification in Riau Province Indonesia. A paper published in the Proceedings of the 1st International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring. Procedia  Environmental  Sciences  24 (2015): 127–131.
  • Muhammad Usman, Imas Sukaesih Sitanggang, Lailan Syaufina. Hotspot distribution analyses based on peat characteristics using density-based spatial clustering. A paper published in the Proceedings of the 1st International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring. Procedia  Environmental  Sciences  24 (2015): 132–140.
  • Putri Thariqa, Imas Sukaesih Sitanggang. Spatial online analytical processing for hotspots distribution based on socio-economic factors in Riau Province Indonesia. A paper published in the Proceedings of the 1st International Symposium on LAPAN-IPB Satellite for Food Security and Environmental Monitoring. Procedia  Environmental  Sciences  24 (2015): 277–284.
  • Sitanggang, I. S., R. Yaakob, N. Mustapha, A. A. Nuruddin, An Extended ID3 Decision Tree Algorithm for Spatial Data, A paper published in the Proceedings 2011 IEEE International Conference on Spatial Data Mining and Geographical Knowledge Services, June 29-July 1, 2011, Fuzhou, China. IEEE Catalog Number: CFP1184K –PRT, ISBN: 978-1-4244-8349-5.
  • Sitanggang, I. S., R. Yaakob, N. Mustapha, A. A. Nuruddin, Modeling Forest Fires Risk using Spatial Decision Tree, A paper published in the Proceedings 2011 3rd Conference on Data Mining and Optimization (DMO), 28- 29 June 2011, Putrajaya, Malaysia. IEEE Catalog Number: CFP1182H-ART, ISBN: 978-1-61284-212-7.
  • Sitanggang, I. S. and M. H. Ismail. Hotspot Occurrences Classification using Decision Tree Method (Case Study in the Rokan Hilir, Riau Province, Indonesia).  A paper published in the Proceedings 2010 Eighth IEEE International Conference on ICT and Knowledge Engineering, November 24-25, 2010, Siam University, Bangkok, Thailand.  IEEE Catalog Number: CFP1028H-PRT, ISBN: 978-1-4244-9875-8, ISSN: 2157-0981.
  • T Fuad, I. S. Sitanggang, Annisa.  K-Means Clustering Visualization of Web-Based OLAP Operations for Hotspot Data. A paper presented in  International Symposium on Information Technology 2010 (ITSim 2010), Kuala Lumpur, 15 – 17 June 2010.  IEEE Catalog Number: CFP1033E-CDR, ISBN: 978-1-4244-6717-4.
  • Sitanggang, I.S,  A. Agustina, N. A. Husin, N. Mahmoodian. Sequential Pattern Mining  on Library Transaction Data.A paper presented in  International Symposium on Information Technology 2010 (ITSim 2010), Kuala Lumpur, 15 – 17 June 2010. IEEE Catalog Number: CFP1033E-CDR, ISBN: 978-1-4244-6717-4.
  • G. Hayardisi, I. S. Sitanggang, and L. Syaufina. Data Warehouse and Web-Based OLAP for Hotspot Distribution in Indonesia. A paper presented in the 2009 2nd Conference on Data Mining & Optimization, 27-28 October 2009.  IEEE Catalog Number: CFP0982H-PRT.

Selected Conference Proceedings:

  • Imas Sukaesih Sitanggang. Pengunaan Teknik Data Mining dalam Pemodelan Resiko Terjadinya Kebakaran Hutan. Prosiding Seminar Nasional Informatika Pertanian 2013. “Peran Teknologi Informasi Dalam Menghadapi Pasar Global Chinaasean 2015”. Seameo-Biotrop IPB, Bogor, 9 – 10 Oktober 2013. ISBN 978-602-95366-1-4, Halaman: 55-62, Himpunan Informatika Pertanian Indonesia (HIPI).
  • Sitanggang, I.SSpatial Decision Tree: A Review.  A paper presented in  The First National Symposium on Geoinformation Science, Gadjah Mada University, Yogyakarta Indonesia, November 17-18, 2009.
  • Palupiningsih P., Imas S. S., and Sony H. W.   Spatial Decision Tree Menggunakan Algoritme Nbtree untuk Prediksi Persebaran Hotspot di Provinsi Riau.  A paper presented in  The First National Symposium on Geoinformation Science, Gadjah Mada University, Yogyakarta Indonesia, November 17-18, 2009 (In Bahasa).
  • Sitanggang, I.S, Napthalena, and Sony H. W.Application of Spatial Decision Tree in Identifying Mangrove Area using C4.5 Algorithm. A paper presented in the International Symposium and Exhibition on Geoinformation 2009. Kuala Lumpur, August 10-11, 2009.
  • Sitanggang, I.SDeveloping E-Learning for Introduction to Computers Course using Moodle. A paper presented in the International Seminar on  Information And Communication Technology (ICT) In Education, The Graduate School  Yogyakarta State University, Indonesia, 13 – 14 February 2009.
  • Sitanggang, I.S, Henri H, and Lailan S. K-Means Clustering Visualization On Agriculture Potential Data for Villages in Bogor Using Mapserver. A paper presented in the 3rd International Conference on Mathematics and Statistics (ICoMS-3) Institut Pertanian Bogor, Indonesia, 5-6 August 2008.
  • Sitanggang, I.S, Arsha M., and Aziz K. Developing Data Mining System Using Fuzzy Association Rules. A paper presented in the 3rd International Conference on Mathematics and Statistics (ICoMS-3) Institut Pertanian Bogor, Indonesia, 5-6 August 2008.
  • Herwanto and Imas S. S. Implementation of Classification Predictive Association Rule (CPAR) Algorithm to Diagnose Diabetes. A paper presented in the 3rd International Conference on Mathematics and Statistics (ICoMS-3) Institut Pertanian Bogor, Indonesia, 5-6 August 2008.
  • Hastuti R., Hari A. A., and Imas S. SAgregasi Wilayah Menggunakan Fungsi Union dalam Oracle Spatial.  A paper presented in the Conference on Applied Information Technology (CAIT), POLBAN Indonesia, 24 October 2007 (In Bahasa).
  • Kusumaningtias D. W., Hari A. A., and Imas S. SPembuatan Data Warehouse Potensi Desa di Wilayah Bogor Menggunakan Oracle Data Warehouse.  A paper presented in the Conference on Applied Information Technology (CAIT), POLBAN Indonesia, 24 October 2007 (In Bahasa).
  • Purwanto U.Y., Hari A. A., and Imas S. S. Sistem Informasi Geografis Mitigasi Bencana Alam Berbasis Web Menggunakan Oracle Mapviewer.   A paper presented in the Conference on Applied Information Technology (CAIT), POLBAN Indonesia, 24 October 2007 (In Bahasa).
  • Sitanggang, I.S, and Hari A.A. Data Generalization using Attribute-Oriented Induction Approach (AOI) (Case Study: Circulation Data in Library of IPB).  A paper presented in “Lokakarya Komputasi dalam Sains dan Teknologi Nuklir XVI”.  Badan Teknologi Nuklir (Batan) Indonesia,  9 August 2005.  (In Bahasa).
  • Sitanggang, I.S. Fuzzy Inferencing for Determining Ratings of Climate Boundary for Horticulture Crops.  A paper presented in the Conference on Statistical and Mathematical Sciences of Islamic Society in South East Asia Region.  Bandung, April 25-26 April 2003.
  • Sitanggang, I.S., Sri H, and Agus H. A Knowledge-based System for Evaluating Land Suitability for Crop. A paper presented in Seminar Nasional Matematika dan Ilmu Pengetahuan Alam “Meningkatkan Peran Alumni dalam Pengembangan Sains yang Didukung Teknologi Informasi”. FMIPA-UGM, Jogjakarta  Indonesia, 21 September 2002.

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