{"cells":[{"cell_type":"markdown","metadata":{"id":"-Y8xDCvJ8-Aw"},"source":["# k-Nearest Neighbors (k-NN)\n"]},{"cell_type":"markdown","metadata":{"id":"bXw_1EA29KND"},"source":["ใน tutorial ก่อนหน้านี้ เราได้เรียนรู้การทำงานของ linear regression, logistic regression, support vector machine, decision tree และ random forest ซึ่งเป็น supervised machine learning algorithms ชนิดมีโมเดลพารามิเตอร์ที่ต้องปรับเพื่อ optimize โมเดล ใน tutorial นี้ เราจะมาแนะนำ **k-Nearest Neighbors (k-NN)** ซึ่งเป็นตัวอย่างของ supervised machine learning algorithm ชนิด **non-parametric** กล่าวคือ k-NN algorithm เป็นโมเดลที่ไม่มีโมเดลพารามิเตอร์ ทำได้ทั้งการจำแนกหมวดหมู่ (classification) และ การทำนายค่า (regression) โดยอ้างอิงจากความใกล้ชิดของจุดข้อมูล (proximity) บน feature space ภายใต้สมมติฐานที่ว่า จะพบจุดข้อมูลที่คล้ายกันอยู่ใกล้กัน โดยใน tutorial นี้ เราจะแสดงการทำงานของโมเดลกับโจทย์การจำแนกหมวดหมู่\n","\n","\n","\n","[Slides: K Nearest Neighbors](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/MachineLearning/machine_learning_knn.pdf)\n","\n","
\n","\n","สมมติ ว่า เรามีจุดข้อมูลที่ต้องการทราบว่าอยู่ในคลาสไหน กระบวนการทำงานของ k-NN algorithm เริ่มต้นด้วยการค้นหาจุดข้อมูลเพื่อนบ้านจำนวน $k$ จุดที่อยู่ใกล้กับจุดข้อมูลที่สนใจมากที่สุด โดยพิจารณาจากระยะห่างระหว่างจุดข้อมูลที่สนใจและจุดข้อมูลเพื่อนบ้าน จากนั้นโมเดลจะทำนายคลาสของจุดที่สนใจจากผลโหวตของจุดข้อมูลเพื่อนบ้านที่ถูกคัดเลือกมาจำนวน k จุดนั้น"]},{"cell_type":"markdown","metadata":{"id":"8gfQ_iZKbUFa"},"source":["![KNN-Concept-low.png](data:image/png;base64,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)\n","\n","k-NN algorithm adapted from [ที่มา](https://blakelobato1.medium.com/k-nearest-neighbor-classifier-implement-homemade-class-compare-with-sklearn-import-6896f49b89e)"]},{"cell_type":"markdown","metadata":{"id":"xCTpr3jirWAg"},"source":["จากรูปตัวอย่างนี้ โมเดล k-NN กำหนดจำนวนจุดข้อมูลเพื่อนบ้าน $k=3$ ที่จะถูกใช้ในการโหวตเพื่อทำนายคลาสของจุดข้อมูลสีเหลือง โดยพบว่า ในวงเพื่อนบ้านทั้งสาม ประกอบด้วย class A จำนวน 1 จุดข้อมูล และ class B จำนวน 2 จุดข้อมูล ดังนั้น จุดข้อมูลสีเหลืองจะถูกทำนาย ว่า อยู่ใน class B\n","\n","ทั้งนี้ ในตัวอย่างนี้เป็นการคำนวณระยะห่างของจุดข้อมูลด้วย Euclidean distance แต่ยังมีการพิจารณาระยะห่างแบบอื่นๆ อีก ดังต่อไปนี้"]},{"cell_type":"markdown","metadata":{"id":"5a4UhFO8cPCN"},"source":["![KNN-Distance-low.png](data:image/png;base64,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)\n","\n","ที่มา [A brief introduction to Distance Measures](https://medium.com/mlearning-ai/a-brief-introduction-to-distance-measures-ac89cbd2298)"]},{"cell_type":"markdown","metadata":{"id":"Sqao_1LwVPmE"},"source":["สมมติว่า จุดข้อมูล 2 จุดบน feature space สามารถแทนด้วยเวกเตอร์ $\\vec{r_1}=(r_{1,1}, r_{1,2},..., r_{1,i},..., r_{1,m})$ และ $\\vec{r_2}=(r_{2,1}, r_{2,2},..., r_{2,i},..., r_{2,m})$ เมื่อ $m$ คือ จำนวน features การหาระยะห่างระหว่างจุดข้อมูลทั้งสองสามารถคำนวณได้หลายวิธี โดยเราจะยกตัวอย่าง 3 สมการหลักที่ใช้กันทั่วไป ได้แก่\n","\n","1. Euclidean Distance\n","\n","Euclidean distance คือระยะทางเป็นเส้นตรงระหว่างจุดสองจุดใน Euclidean space จึงสามารถคำนวณได้โดยใช้ทฤษฎีพีทาโกรัส (Pythagorean theorem)\n","\n","$$\n","d_{Euclidean}(\\vec{r_1},\\vec{r_2}) = \\sqrt{\\sum_{j=1}^{m} (r_{1,j} - r_{2,j})^2}\n","$$\n","\n","2. Manhattan Distance:\n","\n","Manhattan distance หรือที่รู้จักกันในอีกชื่อ taxicab distance เนื่องจากพัฒนามาจากแนวคิดที่ว่า ระยะห่างระหว่างจุดสองจุดสามารถหาได้จากเส้นตาราง (grid) แทนที่จะเป็นเส้นตรง เหมือนเวลาที่รถแท็กซี่ขับไปบนถนนจากจุดหนึ่งไปสู่อีกจุดหนึ่งบนเกาะ Manhattan ที่มีการวางผังถนนเป็นเส้นตรงตัดกัน ดังนั้น Manhattan distance คำนวณระยะห่างโดยรวมความแตกต่างสัมบูรณ์ของพิกัดระหว่างจุดสองจุด\n","\n","$$\n","d_{Manhattan}(\\vec{r_1},\\vec{r_2}) = \\sum_{j=1}^{m} |r_{1,j} - r_{2,j}|\n","$$\n","\n","3. Minkowski Distance\n","\n","Minkowski distance เป็นการ generalization ของ Euclidean distance และ Manhattan distance\n","\n","$$\n","d_{Minkowski}(\\vec{r_1},\\vec{r_2}) = \\sum_{j=1}^{m} \\big(|r_{1,j} - r_{2,j}|^p\\big)^{1/p}\n","$$\n","\n","พารามิเตอร์ $p\\ge1$ ใช้กำหนดรูปแบบของระยะทาง โดย\n","- เมื่อ $p=1$ Minkowski distance จะมีค่าเท่ากับ Manhattan distance\n","- เมื่อ $p=2$ Minkowski distance จะมีค่าเท่ากับ Euclidean distance\n","- เมื่อ $1
"]},"metadata":{},"output_type":"display_data"}],"source":["def generate_multi_class_dataset(n_classes, mean_class, std_class, n_samples):\n"," # สร้างชุดข้อมูลแบบ multi-class\n"," # ตั้งค่า random seed เพื่อให้สามารถสร้างชุดข้อมูลเดิมทุกครั้ง เพื่อใช้สำหรับการสอน\n"," np.random.seed(RANDOM_SEED)\n","\n"," # กำหนด จำนวน features\n"," n_features = 2\n","\n"," # สร้างข้อมูล x สำหรับแต่ละคลาส\n"," x_data = []\n"," for label in range(n_classes):\n"," _ = np.random.normal(mean_class[label], std_class[label], (n_samples, n_features))\n"," x_data.append(_)\n","\n"," # สร้างข้อมูล y หรือ labels สำหรับแต่ละคลาส\n"," y_data = []\n"," y_data.append(np.zeros(n_samples))\n"," for label in range(1, n_classes):\n"," y_data.append(label*np.ones(n_samples))\n","\n"," # รวมข้อมูล x และ y จากทุกคลาส\n"," x = np.vstack((x_data))\n"," y = np.hstack(y_data)\n","\n"," return x, y\n","\n","# ทดลองสร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 2\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,-2], [2,2]]\n","std_class = [[0.5,0.5], [1.5,1.5]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 100\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่มีอยู่\n","plt.figure(figsize = (5,5))\n","plt.scatter(x[y==0, 0], x[y==0, 1], c='b', label='Class 0')\n","plt.scatter(x[y==1, 0], x[y==1, 1], c='r', label='Class 1')\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated Data for Binary Classification')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"WTsmr07CpjLc"},"source":["## k-NN เมื่อปรับชนิด `'metric'` ที่ใช้คำนวณ distance ระหว่างจุดข้อมูล\n","\n","เราจะลองใช้ `metric` ที่แตกต่างกัน เพื่อดูผลของการจำแนกคลาสจาก decision boundary"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397},"executionInfo":{"elapsed":1539,"status":"ok","timestamp":1692639135338,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"AuZFKc6Coe6A","outputId":"70ba60b2-cf67-4f16-afa1-04a57cac78ae"},"outputs":[{"data":{"image/png":"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","text/plain":["