1 00:00:00,660 --> 00:00:02,220 In God's name, the Compassionate, the Merciful. 2 00:00:02,220 --> 00:00:03,920 Praise be to God, Lord of all worlds. 3 00:00:03,920 --> 00:00:07,000 Peace and blessings upon the noblest of God's creation, 4 00:00:07,000 --> 00:00:11,840 our Prophet Muhammad, his family, companions, and followers until the Day of Judgment. 5 00:00:12,260 --> 00:00:17,780 Today, God willing, I will discuss the Holy Quran and 6 00:00:17,780 --> 00:00:23,340 the author's fingerprint: how we can use it to distinguish 7 00:00:23,340 --> 00:00:29,890 between different writers. Let me begin by recalling that when a messenger is sent, 8 00:00:30,320 --> 00:00:33,700 God, exalted be He, sends him with two things: 9 00:00:33,700 --> 00:00:38,220 a miracle showing that he is a messenger from God, 10 00:00:38,250 --> 00:00:41,910 and the teachings he must convey to God's servants. 11 00:00:42,070 --> 00:00:46,590 Moses had his staff, 12 00:00:46,590 --> 00:00:50,530 and the Torah. Jesus healed those born blind and those with leprosy, 13 00:00:50,530 --> 00:00:52,610 and he also had the Gospel. 14 00:00:52,610 --> 00:00:58,730 For the Prophet, peace be upon him, the miracle and the teachings are one and the same. 15 00:00:59,120 --> 00:01:00,960 The Holy Quran is the miracle. 16 00:01:03,180 --> 00:01:08,140 The Quran itself challenged the Arabs to produce a surah like it. 17 00:01:08,320 --> 00:01:13,320 God says: 'If you doubt what We have revealed 18 00:01:13,320 --> 00:01:19,100 to Our servant, produce a surah like it, and call your witnesses besides God, 19 00:01:19,100 --> 00:01:24,340 if you are truthful.' Another verse says: 'Or do they say 20 00:01:24,340 --> 00:01:28,520 he invented it? Say: Then produce ten invented surahs like it, 21 00:01:29,030 --> 00:01:32,310 and call whoever you can besides God, if you are truthful.' 22 00:01:32,790 --> 00:01:38,010 Another verse says: 'If humans and jinn joined together to produce 23 00:01:38,010 --> 00:01:42,990 the like of this Quran, they could not, even if they helped one another.' 24 00:01:44,380 --> 00:01:49,260 Now let us move straight to the content of this presentation. 25 00:01:49,260 --> 00:01:54,940 I'll briefly introduce the author's fingerprint and how 26 00:01:54,940 --> 00:01:56,940 we can extract it from different texts. 27 00:01:57,580 --> 00:02:02,890 We can use it to group texts automatically 28 00:02:02,890 --> 00:02:08,290 by their author's fingerprint, or by the time 29 00:02:08,290 --> 00:02:10,540 or period in which they were written. 30 00:02:11,790 --> 00:02:16,270 After this introduction, I'll move to an experiment 31 00:02:16,270 --> 00:02:20,950 with prose: an experiment involving ten authors. 32 00:02:21,050 --> 00:02:25,990 Then I'll move to the experiment with the Holy Quran and Arabic poetry. 33 00:02:27,090 --> 00:02:31,230 I'll finish with a conclusion and the findings. 34 00:02:32,260 --> 00:02:37,480 Stylometry, or computational stylistics, as we might call it, 35 00:02:37,480 --> 00:02:41,840 is a technique we can use on a computer 36 00:02:41,870 --> 00:02:44,550 to identify an author's fingerprint. 37 00:02:44,550 --> 00:02:50,190 It can also identify the different periods or times 38 00:02:50,190 --> 00:02:54,270 when these works were written, 39 00:02:54,270 --> 00:02:57,010 whether poetry or prose. 40 00:02:58,630 --> 00:03:02,190 This algorithm uses hierarchical clustering. 41 00:03:02,350 --> 00:03:07,890 It extracts the most frequent words from the texts, 42 00:03:07,890 --> 00:03:13,570 because these are used in different kinds of writing, 43 00:03:13,570 --> 00:03:15,130 regardless of the subject. 44 00:03:15,130 --> 00:03:20,430 The same writer uses the same prepositions, conjunctions, and similar words 45 00:03:20,430 --> 00:03:22,650 when writing two different texts: 46 00:03:22,650 --> 00:03:24,630 one about economics and another about politics. 47 00:03:24,710 --> 00:03:27,330 These words form 48 00:03:27,850 --> 00:03:32,630 the mathematical vector that represents the author's fingerprint. 49 00:03:33,010 --> 00:03:38,530 We then use established distance measures to group the texts 50 00:03:38,530 --> 00:03:43,830 into clusters based on similarities in their writing 51 00:03:43,830 --> 00:03:49,410 style. These algorithms treat a text 52 00:03:49,410 --> 00:03:50,930 as a mathematical vector. 53 00:03:51,050 --> 00:03:56,150 For example, the blue vector in this diagram 54 00:03:56,150 --> 00:03:58,810 is represented in three dimensions. 55 00:04:03,180 --> 00:04:08,860 In the same way, we generate mathematical vectors for all the texts, 56 00:04:08,860 --> 00:04:14,440 with 100 dimensions. These vectors come from the most 57 00:04:14,440 --> 00:04:18,100 frequent words in the corpus: the collection of texts being analyzed. 58 00:04:20,260 --> 00:04:24,920 For example, here are the vectors generated 59 00:04:24,920 --> 00:04:29,340 for the texts labeled H1 and onward. 60 00:04:36,900 --> 00:04:42,380 The algorithm measures the distances between the generated vectors, 61 00:04:42,380 --> 00:04:44,560 and merges the closest ones. 62 00:04:44,720 --> 00:04:50,340 Then 63 00:04:50,340 --> 00:04:53,860 it merges entire groups according to similarity. 64 00:04:53,860 --> 00:04:56,520 A different or outlying text, such as J1, 65 00:04:56,520 --> 00:04:58,240 ends up in a different cluster. 66 00:05:00,200 --> 00:05:02,560 This is a very important experiment: 67 00:05:02,560 --> 00:05:04,880 the experiment with ten travelers. 68 00:05:05,040 --> 00:05:08,480 We used ten different books, 69 00:05:08,480 --> 00:05:12,340 by writers who lived at roughly the same time, 70 00:05:12,340 --> 00:05:15,400 and wrote about the same subject. 71 00:05:15,400 --> 00:05:20,440 We wanted to see whether we could use 72 00:05:20,440 --> 00:05:24,840 the most frequent words to distinguish between these different writings. 73 00:05:25,000 --> 00:05:28,720 We took about ten samples from each book. 74 00:05:29,490 --> 00:05:33,130 The samples were selected randomly. 75 00:05:33,130 --> 00:05:34,930 So, from each book, 76 00:05:34,930 --> 00:05:36,850 we had passages from the start, the end, 77 00:05:36,850 --> 00:05:42,270 and the middle. Each sample was preprocessed so that 78 00:05:42,270 --> 00:05:46,170 the final comparison used specific features, 79 00:05:46,170 --> 00:05:47,910 whether letters or words: 80 00:05:47,910 --> 00:05:51,630 the same words occurring in the different samples. 81 00:05:51,630 --> 00:05:56,950 On that basis, we carried out the comparison between the vectors. 82 00:05:57,310 --> 00:06:02,700 generated from these samples. In the first experiment, we found that 83 00:06:02,700 --> 00:06:08,360 the clusters were unclear, and the samples had been grouped 84 00:06:08,360 --> 00:06:12,980 incorrectly, because the text passages were very short. 85 00:06:12,980 --> 00:06:16,720 We used about 500 words or fewer from each author. 86 00:06:16,720 --> 00:06:22,240 As you can see, the clusters were unclear. But in 87 00:06:22,240 --> 00:06:26,720 the second experiment, we increased the word count until 88 00:06:26,990 --> 00:06:29,290 each sample had about 2,000 words. 89 00:06:29,290 --> 00:06:32,510 The clustering then looked different. 90 00:06:33,200 --> 00:06:38,340 As you can see, the clusters became very clear: the texts grouped by 91 00:06:38,340 --> 00:06:43,780 author. This shows that it is possible to group different 92 00:06:43,780 --> 00:06:49,300 writings by author using the words 93 00:06:49,300 --> 00:06:52,690 that occur most frequently. 94 00:06:52,690 --> 00:06:58,350 The second experiment is the most important to me, and the subject of this presentation: 95 00:06:58,700 --> 00:07:01,720 comparing the Holy Quran with Arabic poetry. 96 00:07:01,720 --> 00:07:05,080 The Prophet, peace be upon him, was accused of being a poet. 97 00:07:05,080 --> 00:07:08,660 The challenge was to produce something like this Quran, 98 00:07:08,660 --> 00:07:10,300 and they failed to do so. 99 00:07:10,300 --> 00:07:14,740 They composed metrical verse, rhyming poetry, and so on, 100 00:07:14,740 --> 00:07:17,760 but could not produce anything resembling the Quran. 101 00:07:18,020 --> 00:07:23,680 For this experiment, we collected poetry from the 102 00:07:23,680 --> 00:07:25,440 Pre-Islamic period to the Modern period. 103 00:07:27,600 --> 00:07:29,860 A very large collection, or corpus, 104 00:07:29,890 --> 00:07:34,750 so that we could compare these texts with the Holy Quran. 105 00:07:35,760 --> 00:07:38,200 As you can see here, 106 00:07:38,200 --> 00:07:43,580 the corpus covers various periods, from Pre-Islamic, 107 00:07:43,580 --> 00:07:49,180 Early Islamic, Umayyad, Abbasid, Andalusian, Ayyubid, Fatimid, and Mamluk, 108 00:07:49,180 --> 00:07:50,700 to Ottoman and Modern. 109 00:07:52,390 --> 00:07:58,300 We collected these groups of poems by different writers. 110 00:07:58,720 --> 00:08:03,420 The corpus contained approximately 111 00:08:03,420 --> 00:08:05,940 ten million words, 112 00:08:05,940 --> 00:08:08,560 nearly six million lines of poetry, 113 00:08:08,560 --> 00:08:12,700 by around a thousand poets from different historical periods. 114 00:08:13,480 --> 00:08:18,020 The first result, when we used the complete texts, 115 00:08:18,050 --> 00:08:23,070 was that, as you can see, there are two clusters. 116 00:08:23,230 --> 00:08:25,490 One contains the Holy Quran alone. 117 00:08:25,930 --> 00:08:31,230 The other, on the right, contains all the poetry from the different periods. 118 00:08:31,230 --> 00:08:35,890 You can see that Umayyad poetry resembles Pre-Islamic poetry, 119 00:08:35,890 --> 00:08:38,830 and these, in turn, resemble Early Islamic poetry. 120 00:08:38,830 --> 00:08:44,370 The other periods then group into different 121 00:08:44,370 --> 00:08:48,790 clusters. The Holy Quran is clearly distinct from these texts. 122 00:08:49,020 --> 00:08:50,960 Then, when we took samples, 123 00:08:50,960 --> 00:08:54,680 we took samples from each period. 124 00:08:56,010 --> 00:09:01,810 The result was, again, that all 125 00:09:01,810 --> 00:09:07,530 ten samples from the Holy Quran clustered on their own on the left. 126 00:09:07,530 --> 00:09:11,550 The remaining poetry clustered on the right. 127 00:09:12,160 --> 00:09:17,800 There is another very important point I'd like to draw attention to: 128 00:09:17,800 --> 00:09:23,520 the ten Pre-Islamic poetry samples clustered close to 129 00:09:23,520 --> 00:09:26,660 the Umayyad period, but still formed their own group. 130 00:09:26,940 --> 00:09:30,680 This means they have distinctive characteristics. 131 00:09:30,910 --> 00:09:35,850 This proves that there really is Pre-Islamic poetry, 132 00:09:35,850 --> 00:09:38,390 contrary to what Professor Taha Hussein said. 133 00:09:38,390 --> 00:09:42,450 This issue should therefore be studied scientifically. 134 00:09:42,450 --> 00:09:47,950 We should identify the features: the words, letters, or 135 00:09:47,950 --> 00:09:50,130 the model used, 136 00:09:50,130 --> 00:09:53,310 on which this diagram was based, 137 00:09:53,310 --> 00:09:56,510 and which indicated that Pre-Islamic poetry has... 138 00:09:57,060 --> 00:10:00,740 distinctive features that set it apart from the other periods. 139 00:10:01,020 --> 00:10:03,660 The important question, then, is: 140 00:10:03,660 --> 00:10:06,920 if we want to identify the features, 141 00:10:06,920 --> 00:10:11,060 the words used in these models and diagrams 142 00:10:11,060 --> 00:10:15,340 that distinguish the Quran from the other texts, and study them, 143 00:10:15,340 --> 00:10:20,500 yes, we can do that, but using 144 00:10:20,500 --> 00:10:22,500 other methods. 145 00:10:22,890 --> 00:10:26,810 PCA is 146 00:10:26,930 --> 00:10:32,050 the subject of the next slide. 147 00:10:32,760 --> 00:10:38,320 With PCA, what we are trying to do is... 148 00:10:38,320 --> 00:10:43,860 Previously, we examined a text through the hundred 149 00:10:43,860 --> 00:10:49,200 words forming its vector, measuring its distance from the other vectors. 150 00:10:49,480 --> 00:10:54,260 Now we want to look at these texts in just two dimensions. 151 00:10:54,260 --> 00:10:59,400 That is why we use this technique. 152 00:10:59,400 --> 00:11:05,080 There are groups of words which 153 00:11:05,080 --> 00:11:09,240 occur more often in one group of texts and less often in the other, 154 00:11:09,240 --> 00:11:14,480 according to the clusters. Here, for example, we have the Quran on 155 00:11:14,640 --> 00:11:18,400 the left, surrounded by some of its distinguishing words. 156 00:11:18,910 --> 00:11:23,370 On the right are the other poems and the words that distinguish them. 157 00:11:23,370 --> 00:11:28,890 Some words are clear: for example, 'Allah' ('God'), on the left beside the Quran. 158 00:11:28,890 --> 00:11:30,450 And 'al-dahr' ('time'). 159 00:11:30,450 --> 00:11:35,750 These are clear. But other words, such as demonstratives and so on, 160 00:11:35,750 --> 00:11:40,930 need input and analysis from language specialists to understand 161 00:11:40,930 --> 00:11:46,250 why they occur more here than in the other texts, and distinguish the Quran. 162 00:11:47,520 --> 00:11:51,490 If we move to two-word sequences, 163 00:11:51,490 --> 00:11:57,110 we again find different expressions in phrases or pairs of words. 164 00:11:57,270 --> 00:12:01,810 The Holy Quran consistently differs in its expressions, 165 00:12:01,810 --> 00:12:03,470 its words, and its vocabulary. 166 00:12:03,530 --> 00:12:09,090 If we leave that analysis and move to sequences of letters, 167 00:12:09,090 --> 00:12:11,710 starting with single letters, for example, 168 00:12:11,710 --> 00:12:14,210 this is a result I think is very important. 169 00:12:14,210 --> 00:12:17,050 We find that a number of letters appear 170 00:12:17,270 --> 00:12:18,790 on the Quran's side 171 00:12:18,790 --> 00:12:20,830 more than in the poetry. 172 00:12:20,830 --> 00:12:23,690 The Quran used these letters more often. 173 00:12:23,690 --> 00:12:26,770 I don't know why. Perhaps it comes from vocabulary 174 00:12:26,770 --> 00:12:30,550 containing words that had been little used, or were unique to it. 175 00:12:30,550 --> 00:12:33,410 They did not appear even in the later periods. 176 00:12:33,410 --> 00:12:36,430 It was distinguished by these letters. 177 00:12:36,430 --> 00:12:37,910 For example, 178 00:12:37,910 --> 00:12:40,190 here is a comparison, 179 00:12:40,190 --> 00:12:41,690 just to enlarge the picture, 180 00:12:41,690 --> 00:12:45,330 between the Quran, Umayyad, Early Islamic, and Abbasid poetry. These are the same 181 00:12:45,720 --> 00:12:48,920 letters that distinguished it from all the other periods: 182 00:12:48,920 --> 00:12:52,720 mim, kaf, nun, ha, and dhal. 183 00:12:52,720 --> 00:12:54,500 I don't know the explanation. 184 00:12:54,500 --> 00:12:56,000 We need language specialists 185 00:12:56,000 --> 00:12:57,580 to give us, 186 00:12:57,580 --> 00:12:59,000 as they say, 187 00:12:59,000 --> 00:13:01,650 an informed scholarly opinion. 188 00:13:01,650 --> 00:13:03,290 Likewise, if we use two letters, 189 00:13:03,290 --> 00:13:05,190 splitting the text into sequences 190 00:13:05,190 --> 00:13:09,790 of two letters, we again find the Quran distinct and unique. 191 00:13:09,890 --> 00:13:12,310 If we move to three letters, 192 00:13:12,310 --> 00:13:14,410 we again find a different pattern. 193 00:13:14,890 --> 00:13:20,530 If we move to seven letters, there is something to discuss here. 194 00:13:20,530 --> 00:13:26,310 I noticed that prepositions attach to nouns more often in 195 00:13:26,310 --> 00:13:31,990 the Quran. But in Pre-Islamic poetry, as I'll show on 196 00:13:31,990 --> 00:13:37,730 the next slide, they were very rare. What appeared 197 00:13:37,730 --> 00:13:42,990 more often, however, was prepositions with the particle, or 198 00:13:42,990 --> 00:13:44,530 the definite article 'al-'. 199 00:13:44,850 --> 00:13:47,350 These appeared frequently in the Quran. 200 00:13:47,350 --> 00:13:52,630 I think the Quran then changed the way the language was used, because other 201 00:13:52,630 --> 00:13:54,050 poetry began using them. 202 00:13:54,050 --> 00:13:59,830 Over time, it clearly began using prepositions attached to 'al-'. 203 00:14:00,620 --> 00:14:06,370 There is a view that, previously, prepositions did not 204 00:14:06,370 --> 00:14:09,310 attach directly to nouns in this way. 205 00:14:09,310 --> 00:14:12,650 The noun took the genitive, as in 'jamil al-wajh' ('beautiful of face'). 206 00:14:12,650 --> 00:14:14,230 'Beautiful of face.' 207 00:14:14,230 --> 00:14:15,870 Or, as the poet said: 208 00:14:16,240 --> 00:14:18,360 'Whatever faults I may have, 209 00:14:18,360 --> 00:14:21,980 my dog is timid and my camel calf is lean.' 210 00:14:24,180 --> 00:14:26,740 The point is that the construction used to come like this. 211 00:14:26,740 --> 00:14:31,260 This is one result that may support that view. 212 00:14:31,260 --> 00:14:36,680 But we also need scientific and technical analysis from language 213 00:14:36,680 --> 00:14:41,360 specialists. This should be put to them for further 214 00:14:41,360 --> 00:14:46,020 discussion. In conclusion, 215 00:14:46,510 --> 00:14:49,850 the Holy Quran's style is completely different from poetry. 216 00:14:49,850 --> 00:14:53,050 It cannot be poetry in any way. 217 00:14:53,050 --> 00:14:54,950 It differs in every characteristic, 218 00:14:54,950 --> 00:14:57,770 every feature, whether letters or words, 219 00:14:57,770 --> 00:15:03,530 or what we call parts or sequences of letters: 220 00:15:03,530 --> 00:15:05,750 two or three letters, and so on. 221 00:15:05,970 --> 00:15:11,050 The Quran's style is completely different from the various poetic 222 00:15:11,050 --> 00:15:15,230 texts. And the Quran itself... 223 00:15:15,300 --> 00:15:20,940 The Quran itself says in Surah Ya-Sin: 'We have not taught him poetry, 224 00:15:20,940 --> 00:15:23,760 nor is it fitting for him. It is only a reminder and a clear Quran.' 225 00:15:23,800 --> 00:15:28,980 It cannot be poetry. In al-Haqqah: 'It is not a poet's speech; little do you believe.' 226 00:15:29,000 --> 00:15:32,540 And in al-Shu'ara: 'Or do they say: a poet, for whom we await the misfortunes of time?' 227 00:15:32,720 --> 00:15:35,860 Let them wait until the Hour comes. 228 00:15:36,060 --> 00:15:38,900 The Holy Quran will remain completely different, 229 00:15:39,000 --> 00:15:42,280 from all poetry, all prose, and everything else. 230 00:15:42,500 --> 00:15:44,800 It is a revelation from the Lord of all worlds. 231 00:15:44,860 --> 00:15:48,960 May God bless our Prophet Muhammad, his family and companions, and grant them peace. 232 00:15:49,480 --> 00:15:51,880 Peace be upon you, and God's mercy and blessings.