Memory Prediction on Real-Time User Behavior Traffic Detection

Human brain is a learning system. Human have to learn by getting exposed to something. This capability of learning system to recognize new patterns is called generalization. The abilities of human brain to perform generalization are yet to be matched by neural network or even by any of artificial intelligence algorithm in general. Thus, the need for new machine intelligence approach is imperative. Neural network is designed to take advantages of the speed of computers to solve engineering and computational complex problems intelligently. On the other hand, human brain is somewhat not computationally powerful. Human brain is not even able to calculate quadratic problems within milliseconds. Instead, it uses its vast amounts of memory to store everything human know and have learned. According to a modern neuroscience theory named memory-prediction framework, introduced by Hawkins and Blakeslee in 2005, human brain uses this memory-based model to make continuous predictions of future events. Therefore, a hybrid approach that possesses the ability to compute like neural network and at the same time think like human brain will shed some light in the advancement of machine learning research as well as the development of a truly intelligent machine. This talk discusses the memory-prediction framework and proposes simplified single cell assembled sequential hierarchical memory (s-SCASHM) model instead of hierarchical temporal memory (HTM) in order to speed up the learning convergence. s-SCASHM consists of single neuronal cell (SNC) model and simplified sequential hierarchical superset (SHS) platform. The SHS platform is designed by simplifying to have a region with four rows columnar architecture instead of having six rows per region as in human neocortex. Then, the s-SCASHM is implemented as the prediction engine of user behavior analysis tool to detect insider attacks/anomalies. As nearly half of incidents in enterprise security triggered by the Insider, it is important to deploy more intelligent defense system to assist the enterprise be able to pinpoint and resolve any incidents caused by the Insider or malicious software (malware). The attacks evolve; however, current detection systems that use the deep learning techniques cannot perform online (on-the-fly) learning. Thus, an intelligent detection system with on-the-fly learning capability is required. Experimental results show that the proposed memory model is able to predict user behavior traffic with significant level of accuracy and performs on-the-fly learning

Hubungan Antara Indeks Massa Tubuh Dan Nilai Volume Oksigen Maksimal (Vo2maks) Pada Mahasiswa Apikes Citra Medika Surakarta

Latar Belakang. Indek Massa Tubuh (IMT) atau Body Mass Indexs (BMI) merupakan cara yang sederhana untuk memantau status gizi orang dewasa. Menurut WHO, akan ada sekitar 700 juta orang gemuk yang berusia diatas 15 tahun dan lebih dari 2,3 miliar orang gemuk di seluruh dunia pada tahun 2015. Obesitas merupakan faktor resiko mayor terhadap penyakit kardiovaskular, beberapa jenis kanker serta diabetes militus tipe 2. Salah satu parameter yang digunakan untuk menentukan fungsi kardiorespirasi adalah Nilai Volume Oksigen Maksimal (VO2 Maks). Metode. Penelitian menggunakan metode penelitian analitik observasional ( non experiment) dengan rancangan cross sectional. Penelitian dilakukan pada bulan juni 2012 bertempat di Laboratorium Biomedik I FK UMS dengan sampel laki-laki dan perempuan usia 18-22 tahun. Besar sampel minimal sebanyak 21 subjek. Cara pengambilan sampel dengan teknik purposive sampling (pengambilan sampel didasarkan pada suatu pertimbangan tertentu). Data kemudian dianalisis dengan computer menggunakan program SPSS 16.0 for Windows. Hasil. Hasil perhitungan didapatkan nilai korelasi spearman = -0,531 dan nilai p = 0,013. Hal ini berarti bahwa ada hubungan negatif antara IMT dengan volume oksigen maksimal mahasiswa Apikes Citra Medika Surakarta dengan kekuatan korelasi cukup (Ho ditolak karena nilai sig < 0,05). Kesimpulan. Indeks Massa Tubuh berkorelasi negatif dengan Nilai Volume Oksigen Maksimal (VO2 maks) pada mahasiswa Apikes Citra Medika Surakarta

PERAN GANDA ISTRI SEBAGAI PEKERJA BURUH SAWIT TERHADAP PERKEMBANGAN HUBUNGAN SOSIAL ANAK (STUDI DESKRIPTIF KUALITATIF PADA BURUH SAWIT PEREMPUAN DI DESA KARANG ANYAR KECAMATAN DARUL MAKMUR KABUPATEN NAGAN RAYA)

ABSTRAKPeran ganda istri yang bekerja untuk memenuhi kebutuhan keluarganya menjadi pekerja buruh sawit. Seorang istri yang menjalani peran ganda yakni sebagai pekerja buruh sawit dan sebagai ibu rumah tangga, dan melihat bagaimana proses perkembangan hubungan sosial anak kepada orang tua dan masyarakat. Salah satu masalahnya dalam melakukan peran ganda adalah pembinaan keluarga yang terbengkalai dan seorang ibu mengalami kesulitan dalam mengajarkan pendidikan, perhatian, serta kasih sayang kepada anaknya. Penelitian ini bertujuan untuk mengetahui peran istri pekerja buruh sawit di Desa Karang Anyar yang sudah berkeluarga. Teori yang digunakan dalam penelitian ini adalah teori peran Biddle Thomas. Menurut Biddle Thomas, peran (role) adalah seperangkat tingkah laku yang diharapkan oleh orang lain terhadap seseorang suami dengan kekedudukannya di dalam suatu sistem. Pada dasarnya istri bekerja bukan untuk kepentingannya sendiri tetapi untuk mencapai kebutuhan keluarga secara keseluruhan. Jenis penelitian ini adalah penelitian deskriptif kualitatif dengan teknik analisis data dalam penelitian ini yaitu penelitian lapangan yang terdiri dari observasi, wawancara dan dokumentasi. Dalam menentukan informan, penelitian ini menggunakan teknik purposive sampling. Hasil yang diperoleh dari penelitian tersebut yaitu peran istri atau ibu belum maksimal di dalam melaksanakan aktivitasnya yaitu di rumah dan di tempat kerja dikarenakan seorang ibu sangat kualahan saat menjalini dua perannya yaitu sebagai ibu rumah tangga dan juga sebagai pekerja buruh sawit. Perannya sebagai ibu atau istri di dalam keluarga dapat terlaksana, akan tetapi waktu yang dimiliki untuk pekerjaan rumah dan keluarga sangat sedikit, karena sebagian besar waktunya berada di tempat kerja. Pada proses perkembangan hubungansosial anak, seorang anak mengalami kesulitan dengan ketidak adanya keseharian ibu pada saat anak membutuhkannya, maka itu perkembangan seorang anak akan kurang baik saat ibu tidak sepenuhnya memberikan pendidikan serta perhatian kepada anaknya.Kata Kunci : peran ganda istri, buruh kelapa sawit, hubungan sosial ana

A Study on Techniques for Handling Transmission Error of IPV6 Packets over Fmer Optic Links

Problem identification of the existing error control mechanism is very important to find out a new suitable design to solve the problem of ineffective error control.The identification results become main basic of designing a new mechanism.Hence, the design obtained truly solves the problem accurately

KETIDAKSERAGAMAN STRUKTUR PRODUK COR BODEN PLATE L 800 EXCAVATOR PC 3000 AKIBAT PERLAKUAN PANAS INDUKSI QUENCING DAN TEMPERING DI PT KOMATSU INDONESIA

Alloy steels is steels that consist of some elements such as Nickel, Chromium , Manganese, Molebdenum, And Silicon. One of the alloy steels that will be discuss is boden plate, an alloy steels cast product. It is one of excavator parts Series PC 3000 with DIN standard Material GS 32 – NiCrMo64 V, Base material of this Components is soft and ductile and has Rockwell number average 32 HRC ( Hardness Rockwell Number ). So the heat treatment must be applied for this reasons, the heat treatment Induction Quenching And Tempering ( IQT ) is one of heat treatment that suitable for this part. First the cast metal is induced until reach homogenous austenite temperatures 910 o C, and then cooled fastly until form the martensite microstructure that have mechanical properties hard and brittle, this process known as Quenching. Because of martensit hard and britle so the tempering process must be applied to this product in the tempering temperatures 600 o C that have purposed to release the internal stess ( avoid cracking ) and reach mechanical properties strenght, ductile, and toughness afyer the heat treatment induced quenching and tempering applied . After IQT applied to this product, the hardness of the product increase significantly about average HRC 52 on the surface of this material that affected induced quenching and tempering process. Combination of this heat treatment has best result mechanical properties of steels, strong, ductile and tough

Citrus Export Performances of Southeast Asian Countries: A Comparative Analysis

Citrus is a popular horticultural commodity worldwide, including in Southeast Asian. This study aimed to comparatively analyze export performances of citrus (limited to lime and lemon) among Southeast Asian countries (ASEAN), that are represented by the top 5 larger exporters, namely Vietnam, Thailand, Indonesia, Malaysia, and Singapore. This study applied several approaches, i.e., RCA (Revealed Comparative Advantage), ECI (Export Competitiveness Index), TSI (Trade Specialization Index), AR (Acceleration Ratio), and EPD (Export Product Dynamics). The secondary data is derived from the International Trade Center from 2010 to 2020. The result showed that those five countries had a low comparative advantage (RCA 1). If we look further, Indonesia was still in the initial stage of the citrus export activity to the world market (TSI -0.9), in similar to Singapore and Malaysia, while Vietnam's position was more advanced (TSI 0.9). Indonesia still has a chance to maintain its market share, as indicated by the increased export trend, even though the current condition showed a weak comparative advantage and is still in the initial export stage

Comparative Advantage and Export Performance of Indonesia and Vietnam Coffee to the US Market during 2001-2019

Coffee as a strategic commodity in the world opens up opportunities for various producing countries including Indonesia and Vietnam. Both countries have a significant role to supply the US market as the main export destination. This study aims to evaluate comparative advantage and export performance of Indonesian and Vietnamese coffee. Quantitative method has been used by calculating the Revealed Comparative Advantage (RCA), Export Competitiveness Index (ECI), and Export Product Dynamic (EPD) using secondary data from 2001-2019. In term of RCA, both Indonesia and Vietnam have a comparative advantage in US. Indonesia’s RCA valuewas lower than Vietnam’sones, i.e., 5.52 8.57. This result was caused by the lower Indonesia’s export performance rather than Vietnam’s ones. The ECI of both countries were dynamic but tended to decrease in international market.In term of EPD, Indonesia and Vietnam were both in the rising star position that indicated strong capability of both countries in supplying coffee to the US market. Therefore, both countries shared a similar big opportunity to increase their coffee export quantities

Network-on-Chip Paradigm for System-on-Chip Communication

Developments of modern technologies in electronics, such as communication, Internet, pervasive and ubiquitous computing and ambient intelligence have figured largely our life. In our day micro-electronic products inspire the ways of learning, communication and entertainment. These products such as laptop computer, mobile phones, and personal handheld sets are becoming faster, lighter in weight, smaller in size, larger in capacity, lower in power consumptions, cheaper and functionally enhanced. This trend will persistently continue. Following this trend, we could integrate more and more complex applications and even systems onto a single chip. The System-on-Chip (SoC) technologies, where complex applications are integrated onto single ULSI chips became key driving force for the developments