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KLASIFIKASI PENGGUNAAN DATA TRAFIK INTERNET MENGGUNAKAN ALGORITMA SUPPORT VECTOR MACHINE Pitrasacha Adytia; Wahyuni Wahyuni; Kelik Sussolaikah; Yudha Satria
J-ICON : Jurnal Komputer dan Informatika Vol 11 No 1 (2023): Maret 2023
Publisher : Universitas Nusa Cendana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35508/jicon.v11i1.10039

Abstract

It is undeniable that nowadays, the internet is essential for various needs. STMIK Widya Cipta Dharma is no exception. The internet is widely used in the campus environment by students, lecturers and education staff. Teaching and learning activities and work in the campus environment are inseparable from the need to use the internet. However, internet usage time sometimes accumulates in certain hours and causes slow internet speeds. This is influenced by the large number of header packets sent in the internet traffic flow, so the connection becomes heavy and feels sluggish. Therefore, a classification method is needed to provide information about the activities of students, lecturers and academic staff using the internet. The classification algorithm used is the Support Vector Machine (SVM). The development method used is SKKNI Number 299 of 2020. The parameters used are the flow of packets sent by the user and packets received by the user. The results of this study are in the form of an SVM algorithm model that can classify current internet traffic usage into four categories, namely Download, Game, SocialNetwork, and Web, which has an accuracy of 64% using the Radial Basis Function (RBF) kernel. The resulting accuracy results are pretty low and make the SVM algorithm unsuitable for classifying internet traffic and the need for other methods to classify internet traffic.
Non – Operative Treatment Outcome of Hematogenous Osteomyelitis of the Femur in Infants: A Case Series Iman Dwi Winanto; Yudha Satria
International Journal of Health, Economics, and Social Sciences (IJHESS) Vol. 7 No. 4: October-2025
Publisher : Universitas Muhammadiyah Palu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56338/ijhess.v7i4.9022

Abstract

Introduction: Osteomyelitis is a bacterial infection involving bone, its marrow, and the adjacent structures. The most common mechanism of infection in children is hematogenous, thus called hematogenous osteomyelitis (HO). There is an absolute requirement of antibiotic therapy. Surgery is considered in some cases. This is a report presenting 2 cases of distal femur HO in infants treated non – operatively with intravenous antibiotic alone. Case Presentation: Case 1: A one month old male infant was admitted due to swollen knee with pus producing sinus on the medial side for the last one month, without any systemic manifestation. Laboratory showed leucocytosis and increased erythrocyte sedimentation rate (ESR). Cytology showed granulomatous inflammation. Plain radiograph showed bone destruction with periosteal reaction and MRI showed heterogenic hyperintense lesion with penumbra sign on the distal femur. Intravenous Ampicillin Sulbactam 225 mg/6h and Amikacin 50 mg/24h were given for 7 days were given, continued with oral of Co-Amoxiclav 3 x 2.5 mg/ day for another week. The patient showed marked clinical and laboratory improvement after therapy; Case 2: A three-month old male infant with similar sign and symptoms was admitted, but it was on the right limb. Laboratory showed leucocytosis, increased ESR, and increased C-reactive protein (CRP). Plain radiograph and MRI examinations showed similar results with the first case. Intravenous Ceftriaxone 350 mg/12h for 7 days, continued with Cefadroxil 2 x 150 mg / day for another week was given. The similar clinical and laboratory outcomes with the first were achieved. Discussion: Whether or not surgical intervention is required, the successful treatment of all forms of osteomyelitis requires appropriate antibiotic therapy. Studies have shown that appropriate antibiotic therapy alone without surgical intervention may suffice for 90% of cases of HO. In some cases of complicated HO, surgical incision and drainage (including multiple procedures) may be indicated. Conclusion: HO in infant patients may be adequately treated by antibiotic alone with satisfactory result. Drug of choice, course of administration, and duration of treatment are important factors. Nevertheless, surgery should also be considered in a failed conservative treatment.