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Imas Sitanggang | PublicationCopyright Imas Sitanggang [email protected]://imas.sitanggang.staff.ipb.ac.id/publication/

Publication

Journals (pdf files are available on ResearchGate):

- Andi Nurkholis, Imas Sukaesih Sitanggang. 2020. Optimalisasi modelprediksi kesesuaian lahan kelapa sawit menggunakan algoritme pohonkeputusan spasial. Jurnal Teknologi dan Sistem Komputer.

- Ginanjar, A. R., Sitanggang, I. S. and Annisa. 2020. Optimization of SpatialVisualization Module in SOLAP for Indonesian Agricultural Commodities.International Journal of Geoinformatics. Volume 16, No 1. Pp. 9-19.

- Anissa Rezainy, Lailan Syaufina, Imas Sukaesih Sitanggang. 2020.Pemetaan Daerah Rawan Kebakaran di Lahan Gambut Berdasarkan PolaSekuens Titik Panas di Kabupaten Pulang Pisau Kalimantan Tengah. JurnalPengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resourcesand Environmental Management). Volume 10, Issue 1.

- Hari A Adrianto, Dominick V Spracklen, Stephen R Arnold, Imas S Sitanggang, Lailan Syaufina. 2020. Forest and Land Fires are Mainly Associated withDeforestation in Riau Province, Indonesia. Remote Sensing, Volume 12, Issue1, Multidisciplinary Digital Publishing Institute.

- Cecep Ibrahim, Imas Sukaesih Sitanggang, Heru Sukoco. 2019. PengaruhMedia Sosial Terhadap Sitasi Publikasi Internasional Karya Ilmiah IndonesiaBidang Pertanian dengan Pendekatan Altmetrics. Jurnal Baca: JurnalDokumentasi dan Informasi. Vol. 40, Issue 1, pp. 73-81.

- Ivan Maulana Putra, Imas Sukaesih Sitanggang, Muhammad Abrar Istiadi.2019. SIMETA ILKOM: Sistem Informasi Manajemen Tugas Akhir Program StudiS1 Ilmu Komputer IPB. Jurnal Ilmu Komputer dan Agri-Informatika. Volume 5,Issue 2, Pp 109-118

- Muhammad Asyhar Agmalaro, Imas Sukaesih Sitanggang, Lailan SahrinaHasibuan, Muhammad Murtadha Ramadhan. 2019. Model Spasial untukPrediksi Konsentrasi Polutan Kabut Asap Kebakaran Lahan GambutMenggunakan Support Vector Regression. Jurnal Ilmu Komputer danAgri-Informatika. Volume 5, Issue 2, Pp 119-127

- Febriyanti Bifakhlina, Imas Sukaesih Sitanggang, Sulistyo Basuki. 2018.Facebook dan Portal Bola.Com: Kajian Altmetircs. Jurnal Pustakawan Indonesia,Vol. 16 No. 1, pp. 11- 17.

- Peggy Antonette Soplantila, Imas Sukaesih Sitanggang, Sulistyo Basuki.2018. Analisis Bibliometrika Menggunakan Hukum Lotka pada ProduktivitasPenulis Artikel Bidang Pertanian di Indonesia. Jurnal Pustakawan Indonesia, Vol.16 No. 1, pp. 1-10.

- Imas Sukaesih Sitanggang, Nalar Istiqomah, Lailan Syaufina. 2018. FireSpot Identification Based on Hotspot Sequential Pattern and Burned AreaClassification. Journal of Biotropia, Vol 25, No 3 (2018), pp. 155 – 163.

- Sutrisno Heru Sukoco, Imas Sukaesih Sitanggang, Heru Sukoco. 2018.

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https://www.researchgate.net/profile/Imas_Sitanggang


Analisis Kinerja Pegawai Pusbindiklat Peneliti LIPI Berdasarkan PolaPemanfaatan Internet Melalui Pendekatan Web Usage Mining. Jurnal PenelitianPos dan Informatika. Volume 8, Issue 2, Pages 141-153

- Sely Yoanda, Imas Sukaesih Sitanggang dan Agus Buono. Pemodelanpersonalisasi rekomendasi buku dengan pendekatan association rule mining.Berkala Ilmu Perpustakaan dan Informasi, Vol. 14, No. 2, Desember 2018, Hal.238-250.

- Lilis Syarifah, Imas Sukaesih Sitanggang, Pudji Muljono. 2018. Analysis ofThesis Advising Pattern in Master Program on Faculty of Agriculture IPB usingData Mining Approach. Edulib. Vol. 8, Issue 2, pp. 194-204

- Susi Maulidiah, Imas S. Sitanggang, Heru Sukoco, "ICT TrainingRecommendation using Web Usage Mining", International Journal ofInformation Technology and Computer Science (IJITCS), Vol.10, No.12,pp.21-26, 2018.

- Aditya Cipta Raharja, Imas Sukaesih Sitanggang, Agus Buono. 2018.Purchase Recommendation and Product Inventory Management using ContentBased Filtering with Sequential Pattern Mining Approach. Kinetik: GameTechnology, Information System, Computer Network, Computing, Electronics,and Control. Vol 3, Issue 4.

- Imas Sukaesih Sitanggang, Dewi Asiah Shofiana, Boy Sandi KristianSihombing. 2018. Hotspot Sequence Patterns with an Improvement in SpatialFeature. I.J. Engineering and Manufacturing, Vol 8, No 6, pp. 13-25.

- Imas S. Sitanggang, Sergi Roseli, Lailan Syaufina, Spatial Co-LocationPatterns on Weather and Forest Fire Data, International Journal of InformationTechnology and Computer Science(IJITCS), Vol.10, No.9, pp.13-20, 2018.

- Anna Qahhariana, Imas Sukaesih Sitanggang. 2018. Peningkatan KinerjaSistem Spatial Online Analytical Processing (SOLAP) Titik Panas KebakaranHutan. Jurnal Ilmu Komputer dan Agri-Informatika. Volume 5, Issue 1, Pages21-30.

- Petir Papilo, Marimin, Erliza Hambali, Imas S.Sitanggang. Sustainability indexassessment of palm oil-based bioenergy in Indonesia. Journal of CleanerProduction. Volume 196, 20 September 2018, Pages 808-820.

- Lailan Syaufina, Imas Sukaesih Sitanggang; 2018. Peatland Fire Detectionusing Spatio-Temporal Data Mining Analysis in Kalimantan, Indonesia; ForestResearch Institute Malaysia; Volume 30, No 2, Pp. 154-162; ISSN 0128-1283.

- Rachmawati, Pudji Muljono, Imas Sukaesih Sitanggang. 2017. PerancanganSistem Asesmen Literasi Informasi Berbasis Web. Edulib. P-ISSN : 2089-6549E-ISSN : 2582-2182 Tahun 7, Volume 7 No. 2 Nopember 2017. (in Bahasa)

- Murtadha Ramadhan, M, Sukaesih Sitanggang, I and Puji Anzani, L. (2017).Classification Model for Hotspot Sequences as Indicator for Peatland Fires usingData Mining Approach. MATTER: International Journal of Science andTechnology, 3(2), 588-597.

- Imas Sukaesih Sitanggang, Mohamad Bentar Cahyadahrena and Shofyan.2017. Data mining approach for outlier detection on hotspot data as forest andland fire indicator: A case study in Riau Province Indonesia. ARPN Journal ofEngineering and Applied Sciences. Vol. 12, No. 13, July 2017.

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- Heti Mulyani, Taufik Djatna, Imas Sukaesih Sitanggang. 2017. Agent BasedModeling 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). Vol15 No 3.

- Sitanggang, I. S., Putri, L. U. I., Khotimah, H. and Syaufina, L. 2017.Sequential Pattern Analysis of Hotspots based on Peatland Characteristic inSumatra 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 RuleMining. TELKOMNIKA Telecommunication, Computing, Electronics and Control.15(1): 504-511.

- Nurul Haqueqy, BP Silalahi, IS Sitanggang. 2016. Uji Komputasi AlgoritmeVarian Metode Newton pada Permasalahan Optimasi Nonlinear Tanpa Kendala.Jurnal Matematika dan Aplikasinya. Volume 15, Issue 2. Vol 15, No 2 (July2016). (in Bahasa)

- Lusi Maulina Erman, Imas Sukaesih Sitanggang. 2016. ClusteringUndergraduate Computer Science Student Final Project Based on FrequentItemset. 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 asPhysical Obstacles. Indonesian Journal of Electrical Engineering and ComputerScience. 3(3): 714-720

- Sitanggang I.S, Fatayati E. 2016. Mining Sequence Pattern on Hotspot Datato 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 SpatialDecision 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 ofPeatland Cover Changes using Support Vector Machine and Markov ChainModel. TELKOMNIKA (Telecommunication Computing Electronics and Control).14(1): 294-301.

- DJ Ratnaningsih, IS Sitanggang. 2016. Comparative analysis of classificationmethods in determining non-active student characteristics in Indonesia OpenUniversity. Journal of Applied Statistics. Volume 43, Issue 1. Page 87-97.

- Muhammad Arif Saifudin, Bib Paruhum Silalahi and Imas SukaesihSitanggang. 2015. Star Catalog Generation for Satellite Attitude NavigationUsing 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

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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 AreaProcessing 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 DecisionTree 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-DelayCascading Neural Network Architecture for Modeling Time-Dependent Predictorin Onset Prediction. Journal of Computer Science, 10 (6): 976-984. SciencePublications.

- I. S. Sitanggang, 2013. Spatial Multidimensional Association Rules Mining inForest 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 TreeAlgorithm. Journal of Computer Science, 9 (2): 244-251. Science Publications.

- I.S. Sitanggang, R. Yaakob, N. Mustapha and A.N. Ainuddin, 2013. PredictiveModels for Hotspots Occurrence using Decision Tree Algorithms and LogisticRegression. 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 ofclassification algorithms in data mining for hotspots occurrence prediction inRiau Province Indonesia. Journal of Theoretical and Applied InformationTechnology, 43(2): 214-221. ISSN: 1992-8645, E-ISSN: 1817-3195.

- Sitanggang, I. S. and Ismail, M. H. Classification model for hotspotoccurrences using a decision tree method. Journal of Geomatics, NaturalHazards and Risk, 2011, 2: 2, 111 — 121.

- Ismail M. H. and I. S. Sitanggang. Empowering GIS Education Program: Is GISas 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 denganAlgoritme 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 forEvaluating 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 VFaustino-Eslava, Imas Sukaesih Sitanggang, Razali Yaakob, Norwati

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Mustapha, AN Ainuddin, Bounxou Xayxana, Josefina T Dizon, Eriberto D Salang,Reynaldo A Comia, Thomas L Cardente II, Teodoro R Villanueva, Myrna GCarandang, Leonardo M Florece, Nelson M Pampolina, Quyen Dinh Ha, JosefinaT Dizon, Agnes C Rola, Maria Ana T Quimbo, Lynlei L Pintorand. 2017.Discovering New Roads to Development Volume 4: Climate ChangeAdaptation, Mitigation, and Resilience. Discovering New Roads toDevelopment, Volume: 4, Southeast Asian Regional Center for Graduate Studyand Research in Agriculture (SEARCA).

International Conferences (pdf files are available on ResearchGate):

- Andi Nurkholis, Imas S Sitanggang. 2019. A spatial analysis of soybean landsuitability using spatial decision tree algorithm. Proceedings Volume 11372,Sixth International Symposium on LAPAN-IPB Satellite; 113720I (2019)

- AWM Gaffar, IS Sitanggang. 2019. Spatial model for predicting sugarcanecrop productivity using support vector regression. IOP Conference Series: Earthand Environmental Science. Volume 335, Issue 1,

- Y Aufar, IS Sitanggang. Adaptive Neuro-Fuzzy Inference Systemimplementation for farmer’s term of trade forecasting in West Sumatra. IOPConference Series: Earth and Environmental Science. Volume 335, Issue 1,

- Imas Sukaesih Sitanggang, Rina Trisminingsih, Husnul Khotimah,Muhammad Syukur. 2019. Usability testing of SOLAP for Indonesia agriculturalcommodity. IOP Conference Series: Earth and Environmental Science. Volume299, Issue 1, pp. 1-8.

- Imas Sukaesih Sitanggang, Rina Trisminingsih, Fauzan Fuady, HusnulKhotimah. 2019. Extract, Transform, Load Module in SOLAP for IndonesiaAgricultural Commodity. Pp. 101-105. 2018 International Conference onSustainable Information Engineering and Technology (SIET), Malang, Indonesia,10 – 12 November 2018. Publisher: IEEE.

- Imas Sukaesih Sitanggang, Sodik Kirono, Lailan Syaufina. 2019. TemporalPatterns of Hotspot Sequences for Early Detection of Peatland Fire in RiauProvince. 2018 IEEE Asia-Pacific Conference on Geoscience, Electronics andRemote Sensing Technology (AGERS). BPPT, Jakarta, Indonesia. Publisher: IEEE.

- Imas Sukaesih Sitanggang, Desi Putri Pertiwi, Muhammad Asyhar Agmalaro.2019. Verifying Haze Dispersion from Peatland Fires using Classified Landsat 8.2018 4th International Symposium on Geoinformatics (ISyG), 10-12 November2018, Malang Indonesia. Publisher: IEEE. DOI: 10.1109/ISYG.2018.8611806

- H Tantriawan, IS Sitanggang, L Syaufina, H Harsa. 2018. Temporal predictionof carbon monoxide using the Elman Recurrent Neural Network. IOPConference Series: Earth and Environmental Science. Volume 203, conference1 Pp. 1-8.

- L Syaufina, SN Darojat, IS Sitanggang. 2018. Forest fire as a threat forbiodiversity and urban pollution. IOP Conference Series: Earth and

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Environmental Science. Volume 203, conference 1 Pp. 1-8.- I S Sitanggang, A D Asti and M A Agmalaro. 2018. Haze in urban areas from

peatland fires in Sumatra based on simulation using HYSPLIT. IOP ConferenceSeries: Earth and Environmental Science, Volume 203, conference 1. Pp. 1-14.

- I S Sitanggang, A A N Risal and L Syaufina. 2018. Incremental Clustering onHotspot Data as Forest and Land Fires Indicator in Sumatra. IOP ConferenceSeries: Earth and Environmental Science, Volume 187, No 1. Pp. 1-14.

- R Trisminingsih, M F Rahman and I S Sitanggang. 2018. Implementation ofonline analytical processing for Indonesia agricultural commodities usingJavaScript. IOP Conference Series: Earth and Environmental Science, Volume187, No 1. Pp. 1-7.

- I. S. Sitanggang, A. D. Asti, L. Syaufina and H. Khotimah, "Haze trajectoryclusters in South Sumatra in 2015 A simulation using Opentraj," 2017International Conference on Electrical Engineering and Computer Science(ICECOS), Palembang, Indonesia, 22-23 August 2017, pp. 149-153.

- I. S. Sitanggang, A. R. Ginanjar, M. Syukur, R. Trisminingsih and H. Khotimah,"Integration of spatial online analytical processing for agricultural commoditieswith OpenLayers," 2017 International Conference on Electrical Engineering andComputer Science (ICECOS), Palembang, Indonesia, 22-23 August 2017, pp.167-170.

- Muhammad Murtadha Ramadhan, Imas Sukaesih Sitanggang, FahrendiRizky Nasution, Abdullah Ghifari. 2017. Parameter Tuning in Random ForestBased on Grid Search Method for Gender Classification Based on VoiceFrequency. A paper presented in International Conference on Computer,Electronics and Communication Engineering (CECE 2017), Sanya, China, June25-26, 2017, DEStech Transactions on Computer Science and Engineering. Pp.625-629

- P.Silalahi, R. Laila, and I.S. Sitanggang. 2017. A combination method forsolving nonlinear equations, IOP Conf. Series: Materials Science andEngineering 166(2017)012011, pp. 1-5.

- Febriana L, Sitanggang I.S. 2017. Outlier Detection on Hotspot Data in RiauProvince using OPTICS Algorithm. A paper presented in The 3rd InternationalSeminar 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 onSciences, 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 presentedin The 3rd International Seminar on Sciences, 3rd November 2016, IPBInternational Convention Center, Bogor, Indonesia. IOP Conf. Series: Earth andEnvironmental Science 58(2017) 012059. pp. 1-6.

- Putri A.I, Sitanggang I.S. 2017. Data Cubes Integration in Spatial OLAP for

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Agricultural Commodities. A paper presented in The 3rd International Seminaron 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 CO2concentration from Sumatra peat fire haze using HYSPLIT and Kmeansalgorithm. A paper presented in The 3rd International Symposium on LAPAN -IPB SATELLITE (LISAT), 25-26 October 2016, IPB International ConventionCentre, Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science54(2017)012054. pp: 1-8.

- A Primajaya, I S Sitanggang, L Syaufi 2017. Visualization of spatial decisiontree for predicting hotspot occurrence in land and forest in Rokan Hilir DistrictRiau. A paper presented in The 3rd International Symposium on LAPAN - IPBSATELLITE (LISAT), 25-26 October 2016, IPB International Convention Centre,Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science54(2017)012055. pp: 1-8.

- G Abriantini, I S Sitanggang and R Trisminingsih. 2017. Hotspot sequentialpattern visualization in peatland of Sumatera and Kalimantan using shinyframework. A paper presented in The 3rd International Symposium on LAPAN -IPB SATELLITE (LISAT), 25-26 October 2016, IPB International ConventionCentre, Bogor, Indonesia. IOP Conf. Series: Earth and Environmental Science54(2017)012057. pp: 1-7.

- Sitanggang IS., Rakhmadianti M, Khotimah H. 2016. Association Patterns ofHotspot Sequence with Socio-economic Aspects in Peatland in Sumatra. Apaper 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 onhotspot data in Riau Province using k-means algorithm. A paper published inthe Proceedings of the 2nd International Symposium on LAPAN-IPB Satellite forFood Security and Environmental Monitoring 2015. Procedia Environmental Sciences 33 (2016):258 –268.

- Rachma Hermawati, Imas Sukaesih Sitanggang. Web-Based clusteringapplication using Shiny framework and DBSCAN algorithm for hotspots data inpeatland in Sumatra. A paper published in the Proceedings of the 2ndInternational Symposium on LAPAN-IPB Satellite for Food Security andEnvironmental 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 2ndInternational Symposium on LAPAN-IPB Satellite for Food Security andEnvironmental Monitoring 2015. Procedia Environmental Sciences 33 (2016):324 –331.

- Gita Puspita Siknun, Imas Sukaesih Sitanggang. Web-based classificationapplication for forest fire data using the shiny framework and the C5.0

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algorithm. A paper published in the Proceedings of the 2nd InternationalSymposium on LAPAN-IPB Satellite for Food Security and EnvironmentalMonitoring 2015. Procedia Environmental Sciences 33 (2016): 332 – 339.

- Annisa Puspa Kirana, Imas Sukaesih Sitanggang, Lailan Syaufina. Hotspotpattern distribution in peat land area in Sumatera based on spatio temporalclustering. A paper published in the Proceedings of the 2nd InternationalSymposium on LAPAN-IPB Satellite for Food Security and EnvironmentalMonitoring 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-MeansAlgorithm and Shiny Framework. IOP Conference Series: Earth andEnvironmental Science, Volume 31, Number 1. pp. 1-8

- Nadia Rahmah and Imas Sukaesih Sitanggang. 2016. Determination ofOptimal Epsilon (Eps) Value on DBSCAN Algorithm to Clustering Data onPeatland Hotspots in Sumatra. IOP Conference Series: Earth and EnvironmentalScience, Volume 31, Number 1. pp. 1-6

- Pristi Sukmasetya and Imas S. Sitanggang. Outlier Detection on HotspotsData in Riau Province using DBSCAN Algorithm. IOP Conference Series: Earthand Environmental Science, Volume 31, Number 1. pp. 1-4

- N. Z. Nurulhaq and I. S. Sitanggang, "Sequential Pattern Mining on hotspotdata in Riau province using the PrefixSpan algorithm," 2015 3rd InternationalConference on Adaptive and Intelligent Agroindustry (ICAIA), Bogor, Indonesia,2015, pp. 257-260.

- T. Agustina and I. S. Sitanggang, "Sequential Patterns for hotspotoccurrences based weather datausing Clospan algorithm," 2015 3rdInternational Conference on Adaptive and Intelligent Agroindustry (ICAIA),Bogor, Indonesia, 2015, pp. 245-249.

- N. Arincy and I. S. Sitanggang, "Association rules mining on forest fires datausing FP-Growth and ECLAT algorithm," 2015 3rd International Conference onAdaptive and Intelligent Agroindustry (ICAIA), Bogor, Indonesia, 2015, pp.274-277.

- Imas Sukaesih Sitanggang, Dhiya Aulia Muhamad Baehaki. Global andCollective Outliers Detection on Hotspot Data as Forest Fires Indicator in RiauProvince, Indonesia A paper published in the Proceedings 2015 Second IEEEInternational Conference on Spatial Data Mining and Geographical KnowledgeServices (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 forhotspot occurrences using spatial entropy based decision tree algorithm. Apaper published in the Proceedings of the 1st International Symposium onLAPAN-IPB Satellite for Food Security and Environmental Monitoring. Procedia Environmental Sciences 24 (2015): 120–126.

- Khairil Amri, Imas Sukaesih Sitanggang. A Geographic Information Systemfor hotspot occurrences classification in Riau Province Indonesia. A paperpublished in the Proceedings of the 1st International Symposium on LAPAN-IPBSatellite for Food Security and Environmental Monitoring. Procedia

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Environmental Sciences 24 (2015): 127–131.- Muhammad Usman, Imas Sukaesih Sitanggang, Lailan Syaufina. Hotspot

distribution analyses based on peat characteristics using density-based spatialclustering. A paper published in the Proceedings of the 1st InternationalSymposium on LAPAN-IPB Satellite for Food Security and EnvironmentalMonitoring. Procedia Environmental Sciences 24 (2015): 132–140.

- Putri Thariqa, Imas Sukaesih Sitanggang. Spatial online analyticalprocessing for hotspots distribution based on socio-economic factors in RiauProvince Indonesia. A paper published in the Proceedings of the 1stInternational Symposium on LAPAN-IPB Satellite for Food Security andEnvironmental Monitoring. Procedia Environmental Sciences 24 (2015):277–284.

- Sitanggang, I. S., R. Yaakob, N. Mustapha, A. A. Nuruddin, An Extended ID3Decision Tree Algorithm for Spatial Data, A paper published in the Proceedings2011 IEEE International Conference on Spatial Data Mining and GeographicalKnowledge Services, June 29-July 1, 2011, Fuzhou, China. IEEE CatalogNumber: CFP1184K –PRT, ISBN: 978-1-4244-8349-5.

- Sitanggang, I. S., R. Yaakob, N. Mustapha, A. A. Nuruddin, Modeling ForestFires Risk using Spatial Decision Tree, A paper published in the Proceedings2011 3rd Conference on Data Mining and Optimization (DMO), 28- 29 June2011, Putrajaya, Malaysia. IEEE Catalog Number: CFP1182H-ART, ISBN:978-1-61284-212-7.

- Sitanggang, I. S. and M. H. Ismail. Hotspot Occurrences Classification usingDecision Tree Method (Case Study in the Rokan Hilir, Riau Province, Indonesia). A paper published in the Proceedings 2010 Eighth IEEE InternationalConference on ICT and Knowledge Engineering, November 24-25, 2010, SiamUniversity, 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 ofWeb-Based OLAP Operations for Hotspot Data. A paper presented in International Symposium on Information Technology 2010 (ITSim 2010), KualaLumpur, 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 PatternMining on Library Transaction Data.A paper presented in InternationalSymposium 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 andWeb-Based OLAP for Hotspot Distribution in Indonesia. A paper presented inthe 2009 2nd Conference on Data Mining & Optimization, 27-28 October 2009. IEEE Catalog Number: CFP0982H-PRT.

Selected Conference Proceedings:

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- Imas Sukaesih Sitanggang. Pengunaan Teknik Data Mining dalamPemodelan Resiko Terjadinya Kebakaran Hutan. Prosiding Seminar NasionalInformatika Pertanian 2013. “Peran Teknologi Informasi Dalam MenghadapiPasar Global Chinaasean 2015”. Seameo-Biotrop IPB, Bogor, 9 - 10 Oktober2013. ISBN 978-602-95366-1-4, Halaman: 55-62, Himpunan InformatikaPertanian Indonesia (HIPI).

- Sitanggang, I.S. Spatial Decision Tree: A Review. A paper presented in TheFirst 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 TreeMenggunakan Algoritme Nbtree untuk Prediksi Persebaran Hotspot di ProvinsiRiau. A paper presented in The First National Symposium on GeoinformationScience, Gadjah Mada University, Yogyakarta Indonesia, November 17-18,2009 (In Bahasa).

- Sitanggang, I.S, Napthalena, and Sony H. W.Application of Spatial DecisionTree in Identifying Mangrove Area using C4.5 Algorithm. A paper presented inthe International Symposium and Exhibition on Geoinformation 2009. KualaLumpur, August 10-11, 2009.

- Sitanggang, I.S. Developing E-Learning for Introduction to ComputersCourse using Moodle. A paper presented in the International Seminar on Information And Communication Technology (ICT) In Education, The GraduateSchool Yogyakarta State University, Indonesia, 13 – 14 February 2009.

- Sitanggang, I.S, Henri H, and Lailan S. K-Means Clustering Visualization OnAgriculture Potential Data for Villages in Bogor Using Mapserver. A paperpresented 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 UsingFuzzy Association Rules. A paper presented in the 3rd International Conferenceon Mathematics and Statistics (ICoMS-3) Institut Pertanian Bogor, Indonesia,5-6 August 2008.

- Herwanto and Imas S. S. Implementation of Classification PredictiveAssociation Rule (CPAR) Algorithm to Diagnose Diabetes. A paper presented inthe 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. S. Agregasi Wilayah Menggunakan FungsiUnion dalam Oracle Spatial. A paper presented in the Conference on AppliedInformation Technology (CAIT), POLBAN Indonesia, 24 October 2007 (InBahasa).

- Kusumaningtias D. W., Hari A. A., and Imas S. S. Pembuatan Data WarehousePotensi Desa di Wilayah Bogor Menggunakan Oracle Data Warehouse. A paperpresented 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 MitigasiBencana Alam Berbasis Web Menggunakan Oracle Mapviewer. A paperpresented in the Conference on Applied Information Technology (CAIT),POLBAN Indonesia, 24 October 2007 (In Bahasa).

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- Sitanggang, I.S, and Hari A.A. Data Generalization using Attribute-OrientedInduction Approach (AOI) (Case Study: Circulation Data in Library of IPB). Apaper presented in “Lokakarya Komputasi dalam Sains dan Teknologi NuklirXVI”. Badan Teknologi Nuklir (Batan) Indonesia, 9 August 2005. (In Bahasa).

- Sitanggang, I.S. Fuzzy Inferencing for Determining Ratings of ClimateBoundary for Horticulture Crops. A paper presented in the Conference onStatistical and Mathematical Sciences of Islamic Society in South East AsiaRegion. Bandung, April 25-26 April 2003.

- Sitanggang, I.S., Sri H, and Agus H. A Knowledge-based System forEvaluating Land Suitability for Crop. A paper presented in Seminar NasionalMatematika dan Ilmu Pengetahuan Alam “Meningkatkan Peran Alumni dalamPengembangan Sains yang Didukung Teknologi Informasi”. FMIPA-UGM,Jogjakarta Indonesia, 21 September 2002.

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