We will show in the following, the way of evaluating a classification model through an algorithm that predicts whether there is a fire at a given location or not. Triggering a fire alarm when there is no fire is less serious than not triggering an alarm when a house is burning. The matrix confusion test [8], which evaluates the effectiveness of a classification system, was the instrument employed in this study. A real class is represented by each row, while an estimated class is represented by each column.
3.1 Confusion matrix (fire prediction)
Posing the issue of fire prediction. How to predict the latter when there is none, do not predict when there is really one, or do not. This problem is difficult to solve ! And in order to find the solution, we will use the confusion matrix:
Table 1. Confusion matrix of fire prediction
![](data:image/png;base64,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)
In this instance, "positive" refers to the class that a fire falls under, and "negative" to the other. If we correctly forecast, there will be a fire and it happens, that is a true "positive" prediction. On the other hand, if this forecast turns out to be false, it is a false positive, etc. Sometimes we also call them « Type-I errors » which are known as false-positives, and "false-type II" false negatives.
To get a matrix of confusion with scikit-learn [9] that is also known as sklearn, which is a free machine learning library for the Python programming language, we just have to use «confusion_matrix function » [10].
3.2 Confusion matrix results and evaluation indicators
The matrix of confusion we use materializes the confrontation between the observed and predicted classes [9]. Interpretable (metric) Indicators are derived with the help of the confusion matrix command. A third parameter makes it possible to designate the target modality,which is necessary for the calculation of certain indicators. In our case, we seek above all to identify fraudulent messages (fire = pos).
Below is an excerpt from the command code "confusion matrix" created to predict a fire.
![](data:image/png;base64,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)
The matrix is transposed compared to the usual presentation. We have predicted classes online, observed in columns. The success rate (accuracy, not to be confused with precision) is 92.1%. The 95% confidence interval is provided. It is rare enough to be reported.
We have other indicators, in particular the sensitivity, which associated with the positive class "fire = pos", is equal to 471 / (471 + 72) = 86.74%.
The "confusion matrix" object has a series of properties. To access the global indicators, we use $overall which is a vector with named values.
![](data:image/png;base64,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)
To access the "Accuracy" cell, we will do:
![](data:image/png;base64,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)
Access to indicators by class goes through the $byclass field :
![](data:image/png;base64,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)
After running all the command codes of the confusion matrix, we got fire detection accuracy equal to : 471/ ( 471 + 37 ) = 92.71%. Here, we obtained very good precision.
3.3. Criteria to optimize and derived values
We can derive many performance criteria from the previously constructed confusion matrix. When we don't know how many points are in the test set [11], it is generally preferable to give a proportion of errors rather than the entire number of errors (5% of errors, more than 10 errors).
To gauge how effective our model is at identifying events in the positive class [12]. Sensitivity measures the proportion of real detect fire events that are accurately predicted, given that detect fire is the positive class. The fraction of accurately detected positives, or true positives, is what we refer to as the sensitivity. This is our model's capacity to identify every fire.
Thus, we will use the abbreviations TP (True Positive), FN (False Negatives) and FP (False Positives) to calculate the "Sensitivity" [13], the "Sensitivity" and the "Precision" which are the four main terminologies of the matrix of confusion.
![](data:image/png;base64,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)
One can easily have a very good reminder by systematically predicting "positive". We will not miss any fire, but our model is not used for much.
Therefore, we shall concentrate on accuracy, or the percentage of correctly anticipated points among positively predicted points. It is the capacity of our model to set off an alert only in the case of an actual fire.
![](data:image/png;base64,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)
We can relatively and easily have very good accuracy [4] by predicting very few positives (we are less likely to be wrong) [14].
We can compute the "F-measure", which is their harmonic average, to assess a trade-off between recall and precision.
As a summary, it can be claimed that confusion matrices have the benefit of being easy to read and comprehend. It allows you to quickly visualize data and statistics to analyze model performance and identify trends that may help change settings. It is also possible to employ a confusion matrix for classification issues with three or more classes by adding rows and columns.
3.4. Error measures
When we talked about evaluating classification models, we started by counting the number of prediction errors that the model makes [15]. This is not appropriate for a regression problem.
In fact, how precisely can we use numbers to determine if a prediction is accurate or not? On the other hand, we generally prefer a model that is globally "closer to true values" to an almost exact model for a few points.
The figure below gives information on predictions and provides the true values to predict fire and represent it [6].
The red line makes almost exact predictions for two of the points, but the orange line is globally closer to the true values to predict and better represents the data.
Let us evaluate this notion of "closer to true values". We will calculate for each point xi of the test set,the distance between its label and the predicted value and sum it up. The result is the sum of the residue squares, or RSS, for Residual Sum of Squares.
![](data:image/png;base64,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)
The problem with RSS is that it is greater when we have data. For this reason, we will normalize it by the number of n points in the test set. This gives the mean squared error, or MSE, for Mean Squared Error [16].
![](data:image/png;base64,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)
To get back to the unity of y, we can take the root of the MSE. This gives the RMSE, or Root Mean Squared Error.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASIAAAAqCAYAAAAXmlZvAAAbKElEQVR4Ae2cB3iUVbrHZ+/d3et1r2u567oK4qrYQVTEBRQLIK4ICFfA0EQEFJGAgKEICAihE0hCKAkkQCAhjfQ+qZOeUEJ6nfTeJ5lM/91nEgLpGaoBZ57nPPOV95zznv97vv95z3vO9wnQ//QI6BHQI/AbIyD4jevXV69HQI+AHgH0RKTvBHoE9Aj85gjoieg3N8HdVUCtqCczPAxRaDgRkZFE9pAiROGEBPrjFxBMWEREL3JhBPn74h8YgqiHstrqEIWHExoS2rdcaDABfv4Ig8N61TE8JBB/vwCCQnpvS2RkBGEhIYSFi3otLzJCRJjQH39/IaHhvbQ5QkRIgB9+fkGER/SGYRjBAX74B4QQ3guGWnx0xyaIQD9/AoP6wkZIgF8AQi02UT3rqMUmPCSUsPC+MQwV+uPn24pNr30nIpr4ywXUyFU6d249EekM1f0gqERSJMTQYAOHzrghDAslODi42xQkDMTP0x03D1/8g4K6lWnJKwzA290VN09fhD2U1VaHMDCQAP8AgsNErcQW1foAhodfPReFERIcjNDfB083d7x8AwjqpcxAPy883Dzw9gvsVS44OIgAPz8CAoW9ywUJCfD2wN3dG7/AXtocFISfhxtubt4EBnWPn7bNQYEB+Hi44e7h16ucVlaLjb+WYHppb4ucvw9ebu54egf0irfQz7sFGy8tNiE966jFJlAXbIKD8fdyx83VC39hL9ho2x0USkS8mCqZnojuB9a4/W1QNlIUZswCyzCyqxW3v3xdSpRXU5IRjoP1ac6dOIdf5AVCAnxwOHcet+gC5LqUoZe57xDQe0T3nUl7bpCysZjwnXM4FJxCZacnXqNRopBKaZQ0UFuWRWygK+GZFSg1PZd3M3ekpekkB5nx8zfTeO+NGZgEFZB/xZ21BuMZ+60VKbKbKVWf515HQE9E97oFddZfTWN+CDsXHMI/pYLOz7tckkeiqzM2R8zYv3Iyr7w8mLnWsUjVOlegs2DNZTuWTxvBx6vtKEZDjuce5o2fwOI9riTniqlV6lyUXvA+QUBPRPeJIftshlpGQfAmFh30JqW867RMo1GhlCuQVom5aDmTRwY8g8GJGJpvOxHVkeF1mFVz1mAZXQE0kOJqxrq5i9hgegaf0EtU64moT3PebwJ6IrrfLNpDe9TyCkKMZ3HQ/xLlnaZlHbI0lZFmO5e/DXqWWSdi7wARqVE2S2msl9HGN2plM011NdQ1NiO/7cTXoXX6k36KgJ6I+qlhbq9aSuQ1MeycYYbPpZLeA8JNZaSevjki0qjVqJRqNBpNS1KrlCjkMmTNzTS3SzK5HIVCjkwma7neeq5AoVAgl8larssVCpQqFSq1GrW2PG5zsOr2Avy7LU2jUrXYUqG6Nfvoiej30IWUTZRH7WPmAR8uFEt7b/FNE5Gc8ksu7J39GaPHfMCHH41n4tS5fG+0kY0/r2f9unWs6zOtZe2a1axcsYwlC+Yxc9IExo4ZzejRo5m2+iDB4s6Rrd6bor97JxFQUn7BF6eTVhw6sIW1K1ez72wMBfVdp/26aKEnIl1QusdllE3FRO6azy6PyxQ29dGY5gpy7L/ifwc9y1zbi9emT33karmtbiom/tx6xg4U8AeBgD88Oozpxt5cqZWjVilaPB2tF9RjapbS1FhLVXkhOVcuEOZxhuN7jJgzdgh/f/Q5Pt/iyhWJLproZe4oAmo5qnxfDN+dwspjIkpri7h4wpAhA4ZhcDiSipsYL+4YEUkKkon0tuXksUOYGO/A9Ohxzji64Oxgi+VJG046+hFxpQCJvLNL10jBhVD8HKw5dHAfxtu3cyw4iSJJ95uj1MoyLrgexXzfDnabW2Lv7Ib/lRKa2wIQbRbRKJFVZBLt54LdGTvs7E5z1tGfuLRskmO9Cc6s5Zp3qWigJjsC+9M2WJrsYdfe/ZhansTJyaklOTvYY2tlwf49O9luasu5mKIbemDbVLpb/00lEeybuxuvi6X0xEPK5ioKYv1wtj3GniXv8ujfn2TUvF846eiJT4yYhmvg9KG1WkpZlDWrP3mWPwsECP46kOHf7SO6pLfAVB9lKmsRh1tiuHA1xqcv0B0XqaoyifQNJjatkqbOXap98ZIiYv2csDtpwVmfi4ir2j01GiXykkT8PKJIKZLQfY9rX5gOx5pmKjNi8fGIJKcO7p0QmJrarHA8AqLIrJF2nBirlajLL3DK1JzjvpepV8qpizdn7KABjFjnQk7DjSN3x4hILqmhKsOLHXPf578EzzBj3Wkic8VkZaSQkhKH885vmPDmECautyemuH0nVSIpL0QcsIvxw59GIBDw4MwDuGY0dLG6Rl5CpP0mPh78AP/z4ONM3e5KTEouBVWNKK9ZXAOKSmKs1rL8u40c8xSRkJRGVkYSMd7WGH3+Fm+/u4hjl6qvdxK1ArmkhATfQxiN/DN/fHIoS46FkZmZRWZmJlmZmWQkiji/eyFvDxvNtOOJXXTrPxfUlEfuYeZ+dy6XtnvoOimoVjXTUJJLRno6qakppKWmkpKUQlpmNrml9XQZLzrl73iqoV4cisX37zHgAQECwUO8+skGbCJLbomw63LTyUzLobp9dwHkhYEcWWfElv2+ZFQqOz407RTT1CdivXw8o76YxGdvPs5zr83HVHh9E2Vx1HG2LTHiqFsqxT0MfO2K0/lQVpFGkI0x363ax/nMWp3z/daC8rocwk4asWzNAXyuVPZgOzVlV1w4um4eCzdaEZ5Xd1MEfseISAuiKuscq6YMQjD0Kw5GlHXAtSp0K1+O+DOCd5ZjGlHa4R4aJeKzC1m6/XsWv/EKL/xjKfuDCzsEWTWyCkJtd2OyZx0TX3yaJ4evwimttgtYGnkN+QE/MeLlf7LA5jLN7WpS14kRms/ko3WuZHSZ20rJ9N3Cp48/weD3NxNY2tb7tcNtK8s1pjthvvVjfg0ubldqPztUNxC1///Y6RZBcfvG33E1NSirk3DdZsCbf/sTAsF/8djQyRi7Jfa+aneDeqlLRRxY+CXfb3Phcq/PuJrygJ95/4W/M2OXI2GR0UQmpFMsUYJGgSL7PIaTDFhjHXNntg9IMnHeOptPpu8ivoHr3vcNtveuiytK8P5lGu8v2E9EQUd/WlqeSrDTUfYeOIZdcAIZWTH4xOdSK+1HHhFISbT8no8fe4Dhi48QU9UOQlkmZ1d8wrCnBjN9pweXqzrOozSSS5jNWc1hB2+8doxj2BNjWGWbSP3VIlRNYuLtLDh8JoCQ08t4/fknGbHRg5z6rj65qqmUJNvJPPHwAwwe9zW7T/oQGJ1IdmE51bX1VIvjiC+oo/P7eRpJHg5GQ/jvJ17kA+NoKlvWlWUUJIThsNeXPDVUJ7tht/cHXFLbSKpdG/vFoRJ1XRw7DbbhEJlLH2HqO6KxNm4U67iRCS8/xH8IBPzPP4Yzd4s7mR379E3W3cSFo4sZ+dm3HIrsONBdK1Ato76qgqKCBOx/HM3zD/6LVdYiMiobkClbHxiFJAP/dWN5feEx/HM6ed5qOQ3iy4R7OmBna8Nh06M4h4YR5HSa01Zm7Db3IK64U55rlbc/0FAcZcXaT95ijm0GdYprLnt7odt8rKCptoLC/EJKayS0f/VL3Syhvr4J2fWpQ491N6adYu7QkRidvkjrDFsFdWkcN5rNR+OmYLBoOStXLmfZtzNZaX+BypvoaHfOI6qNx+yb0TwsGMRH84055eOHr7cLdpbm7N6whh/X7OawS1zriNQJgurofcz5+QgeieWU+c9nxIsP88k2Lwq1I7q6jBhbc0ztgskqTOTc1+8w6NGP2RUoprFTOa2nSpS1SZzb/h1fTR7LiDeH8erzz/P84KFM+GYLLklV3bzGoKAuy5Mlzwh49KlXmbXHHndPd1xstrFs0Vy+2RtFDdqBVEZzXW3XeNRVPVSSUtLjA/D09MLLq+/k6eFNbEo+9R15udtW6XRRKUWSYMK87W5E5HYXWdGplFsX0kjICTrGTx8P4UFt3OgvzzL2JyuCcnp1YfquV5aExZwPGDdnO6KS7sU18jKSRQE4Wqzik6EDeWjYdDaY2uDk6E9yaX2LB92U5cJPbz/PPDMR2W2jnbY4jZy6LG8O/noQD9EVxDnJ2Hz3DC+8OILlZg6c3TaZIcMn8Yu3+Nq0XiVroCI/l9IG+bVrbZrJSkScWjeGYV+cIkFyc6tLbWX1+a+uJSP4PGeOWLF3vQHTZ32LmW926zOiKcJ1+zKm/mhBmFg7IkgoySuivKap22mVojGRc1+8ynsrTxHVFkZRSCjNzydPLCY3N4ec7GxyxAVUNyq6tLtPXeHOfY+oMtyEOcP+g7+N+Zp9nhdISUki7YoIq58mMGzIMJafjqa42weukqDNS9h8zIt07UCTaMboYQN4avEJruTnk+hxmGPnwsmsklJ/0YIvX3+WAZ8dRJTf+UHToNEGTtNzqGzUeixqmusrEWckkxDmicXKcQz8xz95ZYUrRZ23D8uKSXIy5BHB33jh31sQpqeRlBaL15F1LJ2wkJMZclA2UFqQTkJuA+qujlgL9mpZA+UF6SSnaONifafk5FTySmtu2yZClbSSSwdnYewWR26nQVu7chUSEoKHhweenp46J3d3d0QiUcueH1062HUZBTUZQez6eiTP/lWA4D8f4/XPN+CdIe0ynb6ep4+jslAMP3+TMT+Yk1jXu2xpwFrGDRvAmI2upHeSrYs+zEdDBvLD2Ssdp6/aBY5qManFWm9CjTbGtPfTwQx8awUhpfXUlKSSmJZNaUNbXEpFY9kFfCwtOX+hpIsdNdVJeG6fyYsjN+Od10O8TiWltiiDuMhIoqKiek+RkSSk5lLVXXS+Ih47e2e8ImPw3PoZb70xmV9cs1oWK1RJFnwx4jmGLDrKRe1MpTYRxxNncIvMobvQmLI5n8B1wxkyazdOGZ3A6x12ne/eGY9IU4i/8VwGC55m2mZXxNfU0ZBgOY8PHhcw/IdDhF4NrXTYrFbix6alJpzwy2mdSlSFsvidV/jT6/PYtPNXTE8JyarTurVSoveMZeigJ5hjGUeX7THqZpoL/DD69zZcr5R1ZGm1hAK/LUx4eSQzLGKo7TQ4NeWHcOrrgfzx6bdZeCblqvYqpOVFZEeJkaCkKN4Zs1+3Y3O5oRuPqjWLRt5ITVke2Tk55OiSsnMprWpApqPXrt0wqFb3PB9vLo/j0PRfcYkrvDatbTOFloh8fX1xcHDA0dFR53Tu3DmEQiFy+c1NR2VFImx++IgnHnqZsUstCMtrvHkiqghl9dS3eG/JQS726lzVIFz/IcMGjGGDSxqdReviDvPp0IF8e/oSBe2nFRoVzbXF5GXnU11bTXnoNt558WXGbg1s9VpVCiqzSmhQqNC+NCyrLyYvN4+czFLq5aouQXN11WXcNk/hpZFb8e2RiJqozk9GFBzcMlBoB4seU3AQUYmZlDd2MxKqlSjUCkoiTJgz/AUmrLDhUguHlBO5YyKvP/8pq+0SKauppjwvg7SCcqqbuvUMUErF+Kx4i9cM9uGc0d5lbOtNt/5/24mosaGe4mgrln46EMFzn7PeMZEGpfLqw1qIy9LPeUkgYJThAfyTMgjxEhGbVopEJqGuUkzooVlMWWPM2bhS5EotMLlYjH+DJ/80mNkmPiRVNCCpr6Iyy4uf3n6KfzwxFZPgdEqkSjTt7KFsLCHJZhbPDR7PzJ3upBVWUF5ZTWV5ManhjuxcOh/DPW4k1yiudhjtqweN1NcWE++4nikPPcLAocs4ebGQ2toaqqqqqK6ppqwolbDTxiz76mvW2F7sNe6iqi8iOcoDZ2cXXFz6Tk5O5xEl5ur20mdzLr6mLoTE5fe4JF8Za86sTXZEF3Q/ab317nODJUjLiLM/wPrFK9lxKprceh0Zt8dqcjizcAIf/N8G/PM7jSbX8migIpjVH77KU59swj2zk2sINJX4YzzqJabu9COl5rpOqsYsPH+ayFuvfcZ2WycOLRvNC8+NwuhcKmVlYi4HmLJpmzcZ1RIaypPwPnGYfRu/ZcqMvYSXyzoOftqhUxyA5dI3eHuBI6lNPel7TfHbcFBC2MbpvPbEv/nZKbVFH1W+B6vHP88L03fgFhmG9/mzmK+expRV5rgldaboVhXkdXEc+ehVxq9xIqG8e7K6VWVvOxGFuJ7A1HgTKxd/xfzla9hmYoVfdMbVTU4a6rJjcDfbwppNOzDeb4VzYCJ59XWIY/2wN9/G2hULWbr8R7bssyM2vxolClKcTThqH0B+nQJq0vFwPM2RvT+zfPFCFny3nh1HjuMUm0N9O1dC1iAmxtoK76hYwoK8sbM6hKm5FUctrTnjLCQ+o5ym9ntj1DIqU0OxO3mMfZt+YPH8xSxdvhPz48extrHB2uYElodN2bXBCMPvVrD5gBeZ0nbMd6uWuKH81QQf+IoRT73EIrMwirp1ThTEHZrFxrNC8m9LYPiGFOwkrKTiijeWG5awZM0BnGMKu3gLnTLofCp2Wc248Qbs9M3tNr6hnZJXh6zjvZcH8dk2T3K64WRVcymJZlMYNtUY5+TKa3VrFPVkBZ9s2Ud29LgVZ7y8cT1uwUFLe5xdHHAJCCO7UYnW91EpqkiPcGXbzPEYHg6lsEugT05O8AGWjfuQNcJypLf7+yrXtG5/IKcowIRFk6Ywf6MFLoEO7P3mXZ7+0yCWWIRS1NhI4WV7jKbPw8gsgOQe3jaujTFl6luT2OuVSTuebl/RLR/fdiK6ZY30BfSKgEZVR7KbCQs+HMTDD/6Blw1PEFvaeXqmAlUqFtM2YxeQ3kMQv9dqbttNdWMRF5y3sXzhAracEVFyKwOqpvUdNUX75sqyOG80ndmGB/DJvR53acwWYrtzBT+bm7Jl+ihGTV6H/aX2S7ftmqhRQn08u6d/zOyt58m9GeJuzEdk9TWvfbQckzN2WPvk0KC4PlDJSxMwM5zB1PVuFGu4bUTcrhWdDmVUZyUSGxhKTHwCl5KSuOB3gHmjB/PEv9bgnqqdpzUTtn0yE2d9yw5zCxxjOsXItFpKEjiydDIG2x3JrGsPfKfqbvFUT0S3CODdzq5pyiTUL554NzOmvj8YwYtLORnXaR+WSoY86RgztzgjzOje3e6ot5KawlxysvOpalajUsmpLswlNzuH7Nwiqm9iXwiaZqqzA7EwNmTuyv24J9dyS5MRZRHCk4c5YR9MfmcPUCbG13oXRrssCc2savGMai8e5+fZoxn94WTmG1oQnFhJ83Ve6Nj8q2fSokjO7N/EL9a+XCnpxnXqNtfVi6pmagsu4CMMJSIhg4pG9VWyUVCV5c85k7XsOBZE1t362JI6H+cVE3n1f99hsZk/l1IiObXua+Ys2o59XPnVPXlqqjOjiQ7xJfxiDiUdVvqUNGRFYrdlI9utwkipuZURpDfgWu/piahvjPqXRFsgTJqI5ZejeVIwFKMzF7g+oQCVrIYrR75ki0ME6X3wkFpeR0m0JTt2bGX9/NcY/cUSVptY4ejgiIPtCTZ/O5HJ3+0hvEDWw9SnKzzqxhJinc1YtWItez2Tepg6ds3X8YoapVxKXYmYaM/DbJr9L0bPWI5FZCfSbcukkVCSEsbFNO23krUXNajkMpok2r0yuo/kGlUtmfFCLosrO+y7aavmhv/l9RSliRAlF9xlz1RNbW4cPo6nsDlli72DK/6RaVToum1AI6UoIZqEpDwa2oU8brj9OmbQE5GOQPU7MU0DF82m8tbjAj7Y6ERyO8KR1SRwZPZqzolyW/Y79aa7QlJCktMZhJeCsJ7zHE++8iW/nE9seWg0TaX4bnqTF197n33R9cj68ChQS6lKC8J80URGvjSK6ct3cuTESWysT3DihA7J6hiWRw9jZrKX7ZsMWTBtLCNefIZHHvgDgr+8wRJzESW6c0pvzdbf62cI6ImonxlEd3U01Ebt4uNhj/DfE7bilnZ9WbX28lFmGFkT2nmXcE+Fa5QURpow/bkBjDEOI6tO64arqM/xwvDNp3hj6j6iqxR9vJagQlKYgPfBzXw/14DZs+cyb95c5s6Zw5wbSLNnz6YtzZplgIGBNn2J4R474rXBFf3vvkRAT0T3slkrQ/h53Gs89pdJ/OqRSevCtJpLVvNYY+PTZRNjj01VVeO14R2eGTAS8/gGJNoV7MY8wg9MZtDTY1njEE+yyAWrwGwaenn7teVTH1IpMnnrR860HzpTKFWolNoPpMlb9h5p9x/pkhQKJSqV9qNoatQqFWr19WX1Htuhv3HPIqAnonvWdFrFywjc8CFDH3uUKTv9yWuJr6Zz7Ms1WLtfuUpMfTVQiaouGuNJ7/Du3CNkSVu3l6rqMwnbN4cPRn6HsaU11kesCEipvrFPuapl1FUUIy7u+jJyr1ppVMhlUhpqKyjIyEZcWNXrfq1ey9LfvCcQ0BPRPWGmnpUs8l7JmNf+ykMGB4kqkEDeSb5adQbPnpaquxSlQbtfpjA7G3Fl4/VNeBo1yqYa8jIyycwWUyJR9fgqS5ci2y40FhLje4pD56Moub6y3na35/+mMpJjA7HaZ8TMD2ay1FhIvt4h6hmv++COnojucSNqclxY9O7LCP6+kBMx2aTZz2KdnZDEHrbM3J3mapBL6ynNySK3QNzyLtbN1NucepYfJ05hhpEPufog9c1AeM/k0RPRPWOqHhRV5nJuwbv8U/AsPx47y/4Zq7EPyuiwnN9Dzjt2WVmbS6LwKKa/rmTJ7Cls8i1BIa2lOD2BuLh44uO7S3HExV0mo6Dy2jRMlnaOlZOmMnOND2I9Ed0xe/WHgvVE1B+scEs6qEm3ncU7zwh4Y8xHDP7CgtDsO/OGtK5qapQK6rNDOLllIQbfHCa6uIlmSRX5SZGIRBFERHSXRIjC40nJrbhGRMpMB376/AsM1gdSoGvlerl7EgE9Ed2TZuuodNMVK6YNf5I//ufDvL3BteM3dTqK3qWzZnIDjmD43ngW7rTB2dmNzGoZDdWllJb2kkoqqWmQodbuRyrIJvL0JmaOHMUHs3djH5tBUfVd/cTkXcJKX40WAT0R3Qf9QN10kcOT3uDpB8ey1ilFx9WyO9lwFdIaMcmhgUQkpJBVKrkeBNelWnUTFbmpxAgD8PX0wtM3gMDYFPKr9ESkC3z3ooyeiO5Fq3XSWfsi7EWTcYxasBX79lusO8npT/UI9FcE9ETUXy1zI3pp1EjSPfG4kEp+g36d+0ag08v2DwT0RNQ/7KDXQo/A7xoBPRH9rs2vb7wegf6BgJ6I+ocd9FroEfhdI6Anot+1+fWN1yPQPxDQE1H/sINeCz0Cv2sE/h/dXnJhmFD3eAAAAABJRU5ErkJggg==)
But RMSE does not behave very well when labels can take values that are spread over several orders of magnitude [17]. Imagine making an error of 100 units on a label that is 4; the corresponding term in the RMSE is 1002 = 10000. It's exactly the same as if you make a mistake of 100 units on a label that is 8000. However, a prediction of 104 instead of 4, an error of 2 orders of magnitude, seems to me to be a mistake much larger than a prediction of 8100 instead of 8000.
To take this into account, one can pass the predicted values and the true values to the log before calculating the RMSE. We thus obtain the RMSLE (Root Mean Squared Log Error) [18]:
![](data:image/png;base64,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)
Let's revisit our original example. For the prediction of 104 fire detections instead of 4, the corresponding term in the RMSLE is now 1.75. That corresponds to the prediction of 8100 instead of 8000 is now 3.10-5. And there, we notice that the trick of the passage to the log worked!
But RMSE does not show relative values, that’s why we will choose to use the coefficient of determination, which is, however, very precise in telling how well your model explains a phenomenon.