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Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

Improving DNA Barcode-based Fish Identification System on Imbalanced Data using SMOTE Wisnu Ananta Kusuma; Nurdevi Noviana; Lailan Sahrina Hasibuan; Mala Nurilmala
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 15, No 3: September 2017
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v15i3.5011

Abstract

Problem in imbalanced data is very common in classification or identification. The problem is raised when the number of instances of one class far exceeds the other. In the previous research, our DNA barcode-based Identification System of Tuna and Mackerel was developed in imbalanced dataset. The number of samples of Tuna and Mackerel were much more than those of other fish samples. Therefore, the accuracy of the classification model was probably still in bias. This research aimed at employing Synthetic Minority Oversampling Technique (SMOTE) to yield balanced dataset. We used k-mers frequencies from DNA barcode sequences as features and Support Vector Machine (SVM) as classification method. In this research we used trinucleotide (3-mers) and tetranucleotide (4-mers). The training dataset was taken from Barcode of Life Database (BOLD). For evaluating the model, we compared the accuracy of model using SMOTE and without SMOTE in order to classify DNA barcode sequences which is taken from Department of Aquatic Product Technology, Bogor Agricultural University. The results showed that the accuracy of the model in the species level using SMOTE was 7% and 13% higher than those of non-SMOTE for trinucleotide (3-mers) and tetranucleotide (4-mers), respectively. It is expected that the use of SMOTE, as one of data balancing technique, could increase the accuracy of DNA barcode based fish classification system, particularly in the species level which is difficult to be identified.
Identification of Tuna and Mackerel based on DNA Barcodes using Support Vector Machine Mulyati Mulyati; Wisnu Ananta Kusuma; Mala Nurilmala
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 14, No 2: June 2016
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v14i2.2469

Abstract

Tuna and mackerel are important fish in Indonesia that have great demand in the community and contain good nutrients for health. Many of the processed products have been faked including processed fish, by replacing the content of products that have high sales value to other lower price one. For ensuring food safety, fraudulent should be prevented by identifying the content of refined product. In this research, we implemented support vector machine (SVM), one of the popular methods in machine learning, to yield a model for identifying the content of refined product based on DNA barcode sequences. The feature extraction of DNA barcode Sequences was conducted by calculating k-mers frequency of each sequences. In this study, we used trinucleotide (3-mers) and tetranucleotide (4-mers). These features were inputted to SVM to classify and identify whether the DNA barcode sequences belong to the class of tuna, mackerel, or other fish. The evaluation results showed model SVM was able to perform identification with the accuracy 88%.
Co-Authors . Nurjanah . Uju Abdul Salam Adil Adil, Adil Afdilla, Dian Lailisa Afkar Rona Indarwati Afrianto Daud Agoes M. Jacoeb Agoes Mardiono Jacoeb Agung Prabowo Agus Oman Sudrajat Agy, Sarah AHMAD ENDANG ZAINAL HASAN Ahmad Syihan Ismail Aisyah Fatriani Alan Dwi Irawan Amalia, Lisya Fiani Amanda, Amelia Amang Sudarsono, Amang AMIN FATONI AMINUDDIN KASDI Anggraeni Anggraeni Aninditya Artina Setiaputri Anita Maulina Anjar Nurrohmah Annas Wiguno Anneke Anggraeni Annisa Annisa Apodekta, Astrid Antheosiaaretes Apon Zaenal Mustopa Apon Zaenal Mustopa Apriana Vinasyiam Ari Wawasto Arlita, Kriswidya Aryana, I.B.Putra Manik Asadatun Abdullah Asmarasari, Santiananda Arta Astuti, Ida Puji Aulia Sekar Sari Ayu Ratih Purnamasari Azizah Nuraini Azizah, Septiana Nur Cece Sumantri Chaidir Chaidir Chevy Kusumah Wardhana Cindytia Prastari Damayanti, Tiwi Dase Hunaefi Deden Yusman Maulid Dewi Puspitasari Diah Savitri E Dian Rianita Didik Gunawan Tamtomo Diini Fithriani Dini Nurfianti Dita Mirawati Dreyfus, Shoshana Dudi Muhammad Wildan Dwi Setyaningtyas Dwi Susilaningsih DWI SUSILANINGSIH Dwiwahyuni, Pricillia Dyah Prasetiani Dyah Rahmawatie Ratna Budi Utami Effionora Anwar Effionora Anwar ekamaida, ekamaida Eko Fajar Nurprasetyo Ekowati Chasanah Eliwarti Eliwarti Endang Sri Wahyuni Endang Supriyadi Endang Supriyadi Epi Taufik Erin Apriliani Wulandari Putri Ernik Yuliana Eva Banowati EVI MAYA SARI Ewi Pasaribu Fadiyah Hanifaturahmah Faesal A Maodah Fahriza Sri Afni Fahrury Romdendine, Muhammad Farida Hanum Farida Isroani Fatriani, Rizka Febriana, Suci Wulan Fitri, Nurul Fitria Tika Pradita Ganjar Samudro Gede Wibawa Gerry Immanuel Tanius Giri Rohmad Barokah GuoFeng Wang Gusti Hardiansyah Hafit Isandono Hana Aulia Sativa Handayani, Indah Widuri Hanifah Husein Hizbullah Hasibuan, Lailan Sahrina Hawis H Madduppa Heidi Wiratmaja Hilda Lu’lu’in Nanda Alfira Devi Huda Fajar Arianto HUTASOIT, NICOLAS I Gede Puja Astawa I MADE ARTIKA I Nyoman Sujana I wayan Teguh Wibawan Iis Diatin Ika Krisdiana Ika Silvitasari Ikromatun Nafsiyah Ima Hani Setiawati Indarwati Indarwati Irawaty Irawaty Irfan Suliansyah Irmawati Irmawati Is Mardianto Iskandar AM, . Iskandar, Maghfirany Israyani Istiqomah, Anjula Roselini Isworo, Rhestu Jaeng, Maxinus Jamaluddin Jamaluddin Jenni, Jenni Joko Hermanianto Joko Santoso Juandy Seiver Langelo Karjunita, Nike Karunia, Dede Khaswar Syamsu Kinanti Permata Sitaresmi Komalasari, Titin Kukuh,I Kd, Angga Kurniasari, Marlinda Kurniawan, Kito Kustiariyah Tarman Kusumawati, Rizky Lahming, Lahming Lilis Trisnawati Lily Viruly Linawati Linawati M. Fedi A. Sondita Maemonah, Maemonah Maggy T. Suhartono Maggy T. Suhartono MAGGY T. SUHARTONO Mahyudi Mahyudi Majariana Krisanti Manalu, Lamhot Mandarin, Dewi maryatun maryatun medal lintas perceka Mega Andini Mega Andini Mega Safithri Mia Setiawati Mita Wahyuni Mohamad Taufik Mohammad Mukhlis Kamal Mohammad Nasichin Muh Tazri Nasirullah Muhamad Fedi Alfiadi Sondita Muhammad Baiquni Bramantyo Muhammad Jufri Muhammad Sujatmiko Muhsinin, Muhammad Mulyadi, Yulius Daniel Mulyati Mulyati Munandar, Aris Mustarin, Amira N. Nurjanah N. Nurjanah Nadia Fabella Neng Dewi Himayasari Netti Herawati Niken Ulupi Nini Marta Nofiarli Nofiarli Norita Norita Novemi Gita Safitri Novi Luthfiyana Novia Nanda Saputri Novita Sari Noviyan Darmawan Nur Azizah Nasution Nur Mahmudi Ismail Nuratriningrum, Ari Nurdevi Noviana Nurfajrin Nisa Nuri Andarwulan Nuring Wulansari Nurjanah Nurjanah . Nurjanah Nurjanah Nurjanah Nurjanah Nurjanah Nurjanah Nurjanah Nurjanah Nurjumadil, Muhammad Nurlisa Alias Butet P.K. Dewi Hayati Panca Jarot Santoso Pertiwi, Rizsa Mustika Pipih Suptijah Prabawati, Chintya Priyo Hadi Purnawati Purnawati Puspita Sari Dewi Puspita, Riya Rahadian Hardja Utama Rahayu, Pravita Rahma Dini Arbajayanti Rahma Dini Arbajayanti Ratih Dewanti -Hariyadi Ratna Sholatia Harahap Restu Lusiana Retno Purnama Irawati Reza Febriyansyah Rhestu Isworo Ria Riski Marsuki RIDWAN AFFANDI Rieska Roskananda Rina Sri Widayati Rina Supriatnaningsih Rismawanti, Erma Ristika Handarini Rita Khairina Rita Wahyuni Riyani Wulandari Rizky Tetriyanda Rizsa Mustika Pertiwi Rizsa Mustika Pertiwi Rizsa Mustika Pertiwi Rizsa Mustika Pertiwi Rizsa Mustika Pertiwi Rofi Ahmad Dzaky Roni Nugraha Roni Nugraha Ronny I. Wahju Ronny Rachman Noor Rosmawati Peranginangin Roza Yusfiandayani Rukmiasih Rukmiasih Sabaria Manti Battung Sahaba, Muh. Alsere Bardian Saktiansyah, La Ode Ahmad Salham, Munir Salsabila, Fitria Dewi Samiruddin T, Samiruddin T Sapja Anantanyu, Sapja Sari, Karisma Diana Sarina Sarina SEDARNAWATI YASNI Setiyo, Septian Adi Sholekhah, Hanif Zulfahmi Shugo Watabe Sigid Hariyadi Siregar, Sheyra Silvia Siti Julaeha, Siti Solly Aryza Sri Purwaningsih Sri Rejeki Urip Sri Sumiyati Srikandi, Louise Dwi Kumala Stevi Imelda Murniati Wodi Stevy Imelda Murniati Wodi Suhadi Suhadi Sukatmadiredja, R Noneng Surya Dwipangga Susie Chrismalia Garnida Sutoyo Sutoyo SYAHRIAL SYAHRIAL Syamsul Hadi T. Suryati Tatag Budiardi TATI NURHAYATI Taufik Hidayat Taufik Hidayat Taufik Hidayat Taufik Hidayat Titi Candra Sunarti Titin Martini Tuty Hardianti Uswatun Hasanah Uyunun Uyunun Vicentius Marco Matutina Wardani, Septiana Dewi Warsono Warsono Widiyanto Widiyanto Wini - Trilaksani Wisnu Ananta Kusuma Yanti Sinaga Yanti, Rukmana Yayi Suryo Prabandari Yoshihiro Ochiai Yugha Subagja Yuriyandhi, Yuriyandhi Zaim Elmubarok ZK Abdurahman Baizal Zumrotussholikhah, Annisa’