With the advancement of digital age and internet technologies cyber-attacks increasingly have been prompting news headlines. These attacks exploit a network's short comings to gain unauthorized access sensitive information or sometimes just create flood prevent legitimate users from accessing it. In any case intrusion network plays key role before execution attack. this paper we will discuss how these intrusions can be detected with k-means clustering based machine learning approach using...

Abstract A healthy life is essential for a happy society, however it fact that seemingly invisible diseases plague our families and people suffer. The thyroid disease falls in such category. Thyroid disorders are long-term with carefully handled illnesses, may also live stable normal lives. diagnosis, particularly an inexperienced clinician, difficult proposal. Many researchers have established various methods the diagnosis of several models prediction been developed. As other domains,...

Hidradenitis suppurativa (HS) is a chronic, inflammatory, neutrophilic skin disease associated with considerable clinical burden. In more severe disease, subepidermal draining tunnels may form. To characterize the profile of patients moderate-severe HS and without tunnels, health-related quality life (HR-QoL) burden tunnels. Data were drawn from Adelphi Disease Specific Programme™, cross-sectional survey retrospective data collection, across United States, France, Germany, Italy, Spain...

Brain magnetic resonance images (MRI) convey vital information for making diagnostic decisions and are widely used to detect brain tumors. This research proposes a self-supervised pre-training method based on feature representation learning through contrastive loss applied unlabeled data. Self-supervised aims understand features using the raw input, which is helpful since labeled data scarce expensive. For loss-based pre-training, augmentation dataset, positive negative instance pairs fed...

<title>Abstract</title> Detecting mental stress is critical for timely intervention and support, especially in groups with distinct pressures, such as housewives. This study investigates the possibility of detecting Indian housewives using wearable physiological sensors (separately combinedly) deep learning (DL) techniques, notably proposed Recurrent Neural Networks (RNN) Long Short-Term Memory (LSTM) classifiers. Electrocardiography (ECG), galvanic skin response (GSR), Skin Temperature (ST)...

Transfer learning attempts to use the knowledge learned from one task and apply it improve of a separate but similar task. This article proposes evaluate this technique’s effectiveness in classifying images medical domain. The presents model TrFEMNet (Transfer Learning with Feature Extraction Modules Network), for images. representations General Module (GFEM) Specific (SFEM) are input projection head classification module learn target data. aim is extract at different levels hierarchy them...

This paper proposes a method employing text mining techniques to analyze e-mails collected at various source. The inputs the subject and body of an email decides class for e-mail. Also, extracts key concepts from presents their statistical information. results numerical experiments indicate that acquired concept relation dictionaries correspond intuition operators in customer center give highly precise ratios classification.

Machine learning's ability to be used in disease identification and management makes it inevitable that technology will play a part the healthcare sector. When machine learning techniques are for detection, false positive rates can decreased decision-making speed increased. The thyroid gland controls body's metabolism, making one of most significant glands. Releasing particular hormones into blood regulates how body functions. conditions related known as hyperthyroidism hypothyroidism....

The novel coronavirus illness (COVID-19) outbreak, which began in a seafood market Wuhan, Hubei Province, China, mid-December 2019, has spread to almost all countries, territories, and places throughout the world. And since fault diagnosis of disease causes psychological impact, this was very much visible COVID-19. This research aims address issue by providing better solution for COVID-19 disease. paper also addresses important having less data prediction models elaborating on handling...

Purpose: Polyposis can be attributed to multiple familial disorders or inflammatory bowel diseases. Recognizing malignant polyps is imperative. However, it equally important not misdiagnosis rare, but benign etiologies, such as Cap Polyposis. A 69 year old lady with SLE was referred our clinic for a colonoscopy further evaluate weight loss and anemia. On colonoscopy, 8 were seen resected from the descending sigmoid colon. Endoscopically they covered white exudates ranged 5 mm 15 in diameter....

Purpose: A 57 year old female diagnosed with total anomalous pulmonary venous return into inferior vena cava (Scimitar Syndrome) and a septum secundum ASD presented worsening symptoms suggestive of heart failure. After appropriate preoperative cardiac work up she underwent an elective repair the above anomalies. Her post-operative course was complicated by hypoxic brain injury needing tracheostomy. She had NG tube in place. Two weeks later while recovering post operatively found to have...

Purpose: Introduction: Ascariasis results in substantial morbidity and mortality worldwide. The diagnosis is usually incidental when the host passes a worm stool or vomit. Stool samples for ova parasites will also demonstrate Ascaris eggs. diagnosed via EGD an unusual method of diagnosing this disease. We report case patient who presented with vague abdominal pain was adult found second portion his duodenum during EGD. Case: A 73 year old Filipino male history elective outpatient Physical...

Purpose: Introduction: Carcinoid tumors account for only 1–2% of gastrointestinal neoplasms. within the tract are usually located in appendix, small intestine, rectum and stomach. ampulla Vater extremely rare. We report case a patient who was incidentally found to have carcinoid on routine EGD. Case: A 68 year old African American female with past medical history hypertension, osteoarthritis, asthma GERD presented an elective outpatient EGD due symptoms despite compliance PPI therapy....

Introduction: Terbinafine is a fungicidal agent used to treat onchomycosis and dermatophyte skin infections. Common side effects include gastrointestinal disturbances, rash, malaise, lethargy. However, hepatotoxicity related terbinafine rare occurrence. We report the case of patient who developed severe following use for onchomycosis. Case: An 80 year old male presented with pruritus, dark urine white stools, one month terbinafine. He had past medical history hypertension, gout, benign...

Introduction: Burkitt's lymphoma (BL) is one of the highly aggressive non-Hodgkin's lymphomas. It a rare occurrence in adults. Burkitt-like (BLL) morphologic variant BL. Tumors often involve lymph nodes, nasopharynx and gastrointestinal tract. However, stomach site occurrence. We report case patient with BLL presenting as multiple polyposis small intestine. Case: A 28 year old male history Schatzki ring, dilated two years earlier, presented intermittent abdominal cramping, fever, night...

Introduction: Jaundice is a rare presenting feature of acute lymphoblastic leukemia (ALL). We report the case patient with ALL who presented jaundice, which regressed chemotherapy. Case: A 43 year old male no past medical history, to hospital symptoms epigastric pain, fatigue, jaundice and pruritus one month's duration. He was admitted presumed diagnosis cholecystitis. Physical examination revealed scleral icterus hepatosplenomegaly. Laboratory tests showed white blood cell count 2,400/μ X,...

Introduction: Inflammatory fibroid polyps (IFPs) are uncommon submucosal lesions of the gastrointestinal tract whose pathogenesis remains unknown. We report case a patient with an IFP presentation was consistent Crohn's disease. Case: A 46 year old female no prior medical history presented abdominal pain, nausea, vomiting and diarrhea. Physical examination unremarkable. Her stool positive for occult blood. Laboratory tests were normal. Flexible sigmoidoscopy revealed grossly normal mucosa....